{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b4da8545",
   "metadata": {},
   "source": [
    "# 评估同化算法的性能\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c500a928",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c234c33",
   "metadata": {},
   "source": [
    "## 基本参数设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "08ca92c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Depending on your combination of package versions, this can raise a lot of TF warnings... \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# import scienceplots\n",
    "plt.style.use([\"nature\", \"no-latex\"])\n",
    "import xarray as xr\n",
    "from pathlib import Path\n",
    "import pickle\n",
    "import sys \n",
    "sys.path.append('../')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4d4c83a5-d4f1-4202-b29c-a365e6e2ee73",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "da_cycle  forecast  medium_forecast\n"
     ]
    }
   ],
   "source": [
    "!ls /public/home/wangwuxing01/research/fundation/output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3aaf16f2-fdc9-4a58-9915-51f2eda3bf18",
   "metadata": {},
   "outputs": [],
   "source": [
    "fourcastnet_dir = \"/public/home/wangwuxing01/research/fundation/output/forecast\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ba75c5fd-e1fd-472b-9aca-92e9a409af6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_vars = [\"Z500\", \"T850\", \"T2M\", \"U10\", \"V10\", \"MSL\", \"T500\", \"R500\", \"U500\", \"V500\"]\n",
    "unit_y = [\"(m$^2$ s$^{-2}$)\", \"(K)\", \"(K)\", \"(m s$^{-1}$)\", \"(m s$^{-1}$)\", \"(hPa)\", \"(K)\", \"(%)\", \"(m s$^{-1}$)\", \"(m s$^{-1}$)\"]\n",
    "plot_idx = [1, 10, 22, 20, 21, 23, 9, 5, 13, 17]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0c492b60",
   "metadata": {},
   "outputs": [],
   "source": [
    "da_cycle_dir = \"/public/home/wangwuxing01/research/fundation/output_npj/da_cycle\"\n",
    "medium_forecast_dir = \"/public/home/wangwuxing01/research/fundation/output_npj/medium_forecast\"\n",
    "scaler_dir = \"/public/home/wangwuxing01/research/fundation/data/era5_6_hourly/assim_dir_3day/scaler.pkl\"\n",
    "var_idx_dir = \"/public/home/wangwuxing01/research/fundation/data/era5_6_hourly/assim_dir_3day/var_idx.npy\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "30d534d5-f146-4d81-9de3-fa7a808a3620",
   "metadata": {},
   "outputs": [],
   "source": [
    "var_idx = [k for k in np.load(var_idx_dir)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4bf316d1-3d60-497c-b649-3104a592f471",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_vars = [\"Z\", \"T\", \"R\", \"U\"]\n",
    "unit_y = [\"(m$^2$ s$^{-2}$)\", \"(K)\", \"(%)\", \"(m s$^{-1}$)\"]\n",
    "plot_idx = [1, 10, 22, 20, 21, 23, 9, 5, 13, 17]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "dc4c4e1d-ec77-4085-bdee-7254f54ab98a",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_dacycle_4dvarnet = np.load(f\"{da_cycle_dir}/rmse_4dvarnet_obs[8, 9, 10, 11, 20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_dacycle_vit = np.load(f\"{da_cycle_dir}/rmse_vit_obs[8, 9, 10, 11, 20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_dacycle_4dvarformer = np.load(f\"{da_cycle_dir}/rmse_4dvarformer_obs[8, 9, 10, 11, 20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "\n",
    "acc_dacycle_4dvarnet = np.load(f\"{da_cycle_dir}/acc_4dvarnet_obs[8, 9, 10, 11, 20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "acc_dacycle_vit = np.load(f\"{da_cycle_dir}/acc_vit_obs[8, 9, 10, 11, 20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "acc_dacycle_4dvarformer = np.load(f\"{da_cycle_dir}/acc_4dvarformer_obs[8, 9, 10, 11, 20, 21]_xb_3day.npy\").astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7fffa0dc-24b5-4d96-940f-d422adfd4e94",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_4dvarnet = np.mean(np.mean(rmse_dacycle_4dvarnet, axis=0)[::4], axis=0)\n",
    "rmse_vit = np.mean(np.mean(rmse_dacycle_vit, axis=0)[::4], axis=0)\n",
    "rmse_4dvarformer = np.mean(np.mean(rmse_dacycle_4dvarformer, axis=0)[::4], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "cc08f68e-bab0-4272-a0f3-a6cb5bc6e7e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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1NaIC/Hx4tGN15j3VgU61SnA5PplXft3GHV+vYNvxqOyfHBwO1z0Jw7fAHWOhdEOIPQuL3zVJ0OwnIXKPU96HEGkk+RHuQWsYMsTs1F6ihKnlExFhdVTXiM2sunNGNWToS+RBaCg0bAgpKbBundXRUKFYCN8NbME39zaldOEgNh+9yK1fLOON2TuIttW4ypKvPzS8Gx76F+7/A2reBMnxsH4CfNkCpvYxw2OyGlI4gSQ/wj289hpMnGh6ev78E6pVszqi/8h2wnOaK/V+5ksjL3LHBYa+0lNKcVP9Msx/ugOD2lUB4LvlB+k6aglztp78b22g/14AqrSHe2bAY2uh2UCzmeqev83E6DEdYMuPkJKU/XWEKABJfoTrGzsW3nzTdP/PmGGGAlxQrnp+SjeE0NJw+QSc3u6kyIRbs2DFV26EBvrxSo+6/D6sHY0qhHPqUjyP/LCBByes5ej52NxdpERN6PmpmRfU8UVTDuLkZvhlCHzaCJZ/CnEXHfo+hHeS5Ee4tj//hEceMcdffw09elgbTzZynPAMV7cKABn6ErnjxGKH+VG/XBF+eaQtb/WqT1iQH4t2R9Jt9BK+XLSPxORcLm0vFAEdX4CntkHPzyCiFlw6DvNeNfOC/n4RLjin1pHwDpL8CNe1di3cfbeZ7/DyyzB0qNURZSsuKZNNTTNzZZf3eQ6OSHiEqlWhZEk4exb277c6mkz5+ijubV2JBU93oFfjssQnpfLh3N3c/NlSVh84l/sL+QdDs/vh0VVwz09Q5XpIjIZVX8FnjeHH++GY9XOfhPuT5Ee4pv37zZL22FizW/sbb1gdUY7SNjUN8c9h6X21TmZjyKOrpUtf5MyiYof5UTIsiE/6NuGHwa2oElGIfWei6TNmFc/8tJnzMYm5v5CPD9S8Ae6fDQ8thYZ9TJmIHb/CuC4w/kbY8btspiryTZIf4XrOnoXu3SEyErp1M3N+XKCIYU6uLHXPqecnqAhUbAM6BQ4sckJkwu1ZWOwwP66rHsGcJ9vzVNeaBPj5MHP9MTqPWsyMtUdIza42UGbKNIQ7xpjNVK8bbn5/jq6CHwfA581g9RhItK4MgHBPkvwI1xIbCz17wt690LgxzJwJAQFWR5UraROeC2U35ydN+o1OhciJi634yo0gf1+e7FqDucOvp131CC7GJvH8z1u5+9uV7D51Oe8XLFwWuo2Ep3bATe9DeCW4cBDmPAsf14X5I+HSSfu/EeGRJPkRriMlBe65B1atgooVzWTnwoWtjirXYmw9P8G5Sn7SlrzPk/2ORM6aNwc/P9i61VQ5dyNVIgoxeVBLPuvXhIjQQNYdvsAtny3l3Tk7r3xgyJPAUGj9sNk+4+5JpnBo/EVY9rHZTHXWI3Bqm93fh/AskvwI16A1PPEE/PYbhIebIoZly1odVZ7E5abOT5qSdaFwOYg5A6dk12uRg+Bg0xOamgpr1lgdTZ4ppbi1UVkWPN2BAa0rkaI13y45QLeP/2XBztP5u6iPL9S9DQbPg0HzoM6tZih581T45jqYdJvU0xJZkuRHuIYPP4SvvjJDXL//DnXrWh1Rnl2Z8JzVxqbpKZVul3cZ+hK54IZDXxkVCfbnzV71mfXoddQrW5jjF+MYNHEdD01ex4mLcfm/cIWW0GcyPL4BWj4E/oXgwGL4oTd81QY2TIbkBLu9D+H+JPkR1ps6FZ5/3hxPmQLt21sbTz5dWeqem54fSLfkXer9iFxwkxVfudG4Qji/PXYdr/aoS2igH3O3n6brx0sYt/QAySkFGAYuVgVu/gBGbIeur0NYGYjcCb8Pg9H1YckHEJOHpffCY0nyI6y1cCEMHGiOP/4Y7rrL0nAKIq3nJ1cTngGqdgAffzi+DmLPOzAy4RHSJz8eME/Mz9eHB9tVYf6IDtzSoAyxiSm89edOen6xnA1HLhTs4sFFod1T8OQWuP1bKNXADDEvetsUTfzjKTi7zz5vRLglSX6EdbZuhdtvN7u1Dx8OTz1ldUQFEpuXCc8AgWFQqS3oVNi/0IGRCY9QsaKZB3fhAuzxnF3QSxcJ4sv+Tfl+YAsqFAtm58lL9P56Bf+btZWo2ALu7+UXAI36wsNL4b7fzUKD5DhY9x180Rym9YNDy2RekBeS5EdY49gxU8vn0iXT2zNqlNURFViuNjbNqIYMfYlccqNih/nRqXZJ/hnegcc6VcPPRzF19RE6j1rMrI3Hct4sNSdKmZ7W/j/Bo6uh6X3gGwC7/4IJt8DYTrB1pmym6kUk+RHOd/GiSXyOH4d27WDSJFPR1c1d2dg0NxOe06Qted833yOGMoSDuVmxw7wKDvDl2Rtr89cT7WlZpRjnYhJ5asZm7hm7mv2R0fZ5kZK14dbPzT5iHZ6HkOJwYiP8PAg+bQwrPof4KPu8lnBZ7v8XR7iXhAQz1LVtG9SubZa2BwVZHVWBJSankpSi8fVRBPjm4dcqoiaEV4TYc6YBFiI7HrDiKzdqlApjxtDWfHRXI4oVCmDlgXN0/2QpH/+zm/gkO21pEVoSOv3P7Cjf4xMoXgMuHYN/XoaP68Hf/4OLR+zzWsLlSPIjnCc1FR54ABYvhtKlTS2fYsWsjsou0mr8hAT4ovKyFYdS6QoeytCXyEHTpqYcxI4dpgfVgymluLNZeRaM6EDfFhVITEnls4X7uPGTf/l3T6T9Xsg/GJo/AI+tgX4zoHJ7SLwMq740PUE/PQDH19vv9YRLkORHOM///gfTpkFoKPz1F1SubHVEdhOTNuSV28nO6cmSd5FbgYEmAdIaVq+2OhqnKFoogPd6N2Tmw22oVSqMw+diue+7NQybuoEzl+Lt90I+PlDrJhj4BwxdAg3uNh9Otv8CYzvDd91h15+ymaqHkORHOMeXX8L775sS/T//DE2aWB2RXeVrsnOaKu3BN9AMe0Xb8ROt8ExeMvSVUfPKxfjjiXa82L02wf6+/LHlJF1GLWHiikOk5HWz1JyUbQy9x8KTm6HtExBYBI6sgOn3mFVia8ZCYqx9X1M4lSQ/wvFmzYLHHzfHY8fCDTdYG48D5Guyc5qAQlC5HaBh/wL7BiY8jwev+MqJv68PD3WoxrwR19O1TkkuJyTz2u/b6fXlcrYec8Ak5SLl4YY3TdHEG9+FIhXh/AH46xkYXRcWvAmX87k9h7CUJD/CsVauNJuVag1vvHG1oKGHSev5CfHPR88PyJJ3kXtpyc+qVV67QrB80RDG3d+CMQOaUbZIEFuPR3Hbl8t4/fftXIp3wHL1wDBo86jZTPXO76FcM4i7AEs/gk/qw6+Pwekd9n9d4TCS/AjH2bMHevaE+HgYMgReftnqiBymQD0/kG7J+wJIycdO18J7lCsHFSqYGlk7vPsP7g31SjNvRAeGXl8VpRQTVhyi66gl/LHlRMFrA2XG1w/q3wGDF8CDc6F2D1MbaNMU+LoNTL7d/A5L0USXJ8mPcIzTp+Gmm+DcObj5ZrNpaV5WQbmZmISrq73ypXg1KFYV4i/KyhKRMy+d95OZQoF+/O/mOvzxeDuaVgznzOUEhk3dyMDv13L4XIxjXlQpqNga+v4Aj6+HlkPBP8RUap9yB3x9HWz8QTZTdWGS/Aj7i46GW26BgweheXOYMcNMdPZgV5e6F+B9yqovkVseXuwwP+qUKczMh9vy7h0NKBLsz5I9kdww+l++WLiXhGQHrtAqXg1u/tDUC+ryKoSWhjPb4bdH4ZMG8O+HsnefC5LkR9hXcjL06QPr10PVqvDHH2Zpu4dLW+qe601NMyP1fkRuefGk5+z4+Cj6tazIgqc7cEeTciQkp/LRP3u4+dOlrNzv4N3cQ4pB+6dh+Bbo9TWUrAfRp2HhW2Yz1T+fhnP7HRuDyDVJfoT9aA2PPGJq+BQvbooYlipldVROcXVT0wL0/FS+DvyC4dQWuHzKTpEJj9S4samMvnu3GVoW14gIDeTjPo2ZOqQVVUsUYn9kDP3GrmLEjE2cjXbwUJRfIDS+Bx5ZDgN+hepdISkW1o6Dz5vB9P5weIXMC7KYJD/Cft56C8aNM43y7NlQs6bVETlNrD16fvyDocr15njffDtEJTxWQIAZUgaz6ktkqm21COY82Z6nu9Uk0M+HXzYep8uoJUxbc4RUe9cGykgpqNYJ7v0ZHl0FTe4FX3/Y9Qd8390UTtz2syxwsIgkP8I+JkyAV181VVKnTbvaLe8l0iY8Bxck+QFZ8i5yT4a+ciXQz5fHu9Tgn6eup32NCKLiknjxl63c+c0Kdp685JwgStaB276E4dvg+mchuBic2AAzH4TPmsDKLyHeSbEIQJIfYQ9z55ql7ACffQa9elkajhXSJjwXCizgxO7qXc3X/YvMElohsiIrvvKkUvFCTHqwJV/c04SSYYFsOHKRHp8v452/dhKT4KTel7BS0PllMzn6lo+hWDWIOgJz/2fmBf3zMkQdc04sXk6SH1EwGzbAnXeaic7PPw+PPWZ1RJYo0N5e6RWrYnZ6T7gER9fYITLhsdJ6flavNr9/IkdKKXo0LMv8pzswsG1ltNaM+fcA3T5ewj/bnTjPLiAEWgyCYeug7zSodJ35nV/xOXzSEGYOMtvdCIeR5Efk36FDZkl7dLSp4vzOO1ZHZBm7LHVPI0veRW6UKgVVqkBMDGzbZnU0bqVwkD+v31qPXx+7jgblinAiKp6hk9czeOI6jl1w4p5dPj5Q+2Z44C8Ysgjq9zb3b5sJYzrC97fA7jleW8nbkST5Eflz/jx07w6nTkGnTvDdd+YX2UvZZal7mivzfuYV/FrCs8nQV4E0LB/Or49dx8hb6xEa6Mf8nafp9vG/fLtkP0kpTk44yjWFO78zm6m2GQYBYXB4GUzrC1+2gLXjZTNVO/Lev1Yi/+Lj4bbbYNcuaNDAbFwaGGh1VJa6utTdDslPpbbgX8gUSos6XvDrCc8lxQ4LzNdHcX/byix4ugM9GpYhLimFd+fsosdny1h3yILihOEV4Ma3YcQOuOFtKFIBzu2DP0eYeUEL34boM86Py8NI8iPyJjUVBgyAZcvMHkN//QVFilgdleVi7TXhGUydkKodzfE+6f0R2ZAVX3ZTqnAQX9zTlIkPtqRisRB2n77Mnd+s5IWft3AhJtH5AQUVhrbD4IlNpkeobFOIOw//fgCj68Nvw+DMTufH5SEk+RF58/TTMHMmFC5sihiWL291RC4hNsFOE57T1LCt+pKhL5Gdhg0hJAT274cz0htgDx1qluCfp67nic7V8fdVTF97lC4fL2Hm+mOO2Sw1J75+Zi7QkIXwwByodQukJMLGyfBVa5jS26wOlaKJeSLJj8i90aPhk0/A3x9+/dUMeQkAYpPsOOEZrk56PrAYki341Cncg58ftGxpjqX3x26C/H0ZcUMt5jx5PW2qFud8TCLP/LSZvmNWse/MZWuCUsoMifebalaJNR9kKsLvmw+Te8E37WHTNGkvckmSH5E7P/4II0aY4wkTzCRncUVsQXd1zyi8ApSsC4nRcET+qIlsyNCXw1QvGcrUIa0Y3acRxQsFsPrgebp/upQP5+66ssLTEhHVocfHZl5Q55ehUEk4vRV+fdhsprp0lGymmoMckx+llL9Sqr1SaphS6mXb1/ZKKX9nBChcwL//mnk+AO+/b5a1iyuSUlJJTEnFR0Ggnx0/T6QVPPSiJe/S3uSDrPhyKKUUtzcpz4KnO9CvZUWSUjRfLtrPDZ8sYdFui4caQ4qZitFPbTMVpEvWhehTsOANMzn6r2fh/AFrY3RRWbbUSqkIpdRHwAlgHNANqG37Oh44oZT6SCkV4ZRIhTV27DAruxITTQHDZ5+1OiKXc2Wyc4AfSin7XfjKLu+eP+9H2psCaN3afF27FpKkKrijhIcE8O4dDfj5kbbULh3G0fNxPPD9Wh79YT2nouKtDc4v0Owd9sgKs5dYtc5mM9U1Y+CzpjDjXjiy2toYXUx2H1OXAqeAxlrrWlrr27TW99q+1gQaAaeBf50RqLDAiROmls/Fi2bLik8/NePO4hppm5qGBNppyCtNxdam1sfZ3XDhsH2v7XqkvcmviAioUQPi4mDzZquj8XjNKhXlj8fb8dLNdQgJ8OWvrafo+vESvl9+kGRn1wbKSCnTYzxglkmEGvcHHz/YORu+uwHGdYXts2QzVbJPfhpprT/SWmdaaERrfUJr/SHQ2CGRCWtdugQ33wxHjpg5BVOngq+d/7h7iFh7VndOz9ff7AoN3rDkXdqbgpChL6fy8/VhyPVVmTeiAzfULUV0QjIjZ++g11fL2Xz0otXhGaXqQa+vzJBY+6chKByOrYWfBsLnTWDV15Bg0eRtF5Bl8qO1ztWU8dw+TriRxETo3dt8iqxRA37/HYKDrY7KZdl9snN6XlLtWdqbApJih5YoFx7MmPuaM/a+5pQLD2bb8Uv0+mo5r/62jUvxLjIEGVYaurxqJkff/BEUqwoXj8DfL8DH9eCfV7yymGquPqoqpfyAR4EOQARwZexDa329Y0ITltDa7NA+fz6ULAl//2261UWWrm5tYeeeH0i35H0JJMWDf5D9X8PFSHuTD7Liy1Ld6pbiuurF+XTBXsYvPciklYeZs+0Ur/SoS8+GZew7FzC/AgpByyHQ/EGzX9jKL8xK0hWfwaqvoN4dpqhimUZWR+oUuV2aMhp4CDPe3gz4GSgJLHRQXMIqr74KkyaZwml//glVq1odkcuLs+fWFhkVLgOlG0ByHBxebv/ruyZpb/KqXj0IC4PDh81cPeF0IQF+vNi9Dn880Y7mlYoSeTmBJ6Zt5L7v1nDwbIzV4V3l4wt1esCDf8PghSbp0Rq2/gjfXg8TesCeuR6/mWpuk587gO5a60+BZNvXXoAUe/Ek334Lb71l5vb89BM0b251RG7hSs+PvSc8p6nuHUNf6Uh7k1e+vtCqlTmW3h9L1S5dmB8fasP7vRsQHuLP0r1nufGTf/l0/l4Ski2sDZSZ8s3gru/hiY3Q+jGzwOLQUph6N3zVCtZ9D0lxVkfpELlNfkKAo7bjOKVUiNZ6F9DEMWEJp/vjD3j0UXP89ddmsrPIlSubmvo7YNgL0i1595p6P9Le5IcMfbkMHx9FnxYVWTCiA3c2K09iciqj5++h+ydLWb7vrNXh/VfRSnDTOzBiO3R7EwqXg7N74I/hZh+xRe9CdKTVUdpVbpOfnUAL2/E64HWl1MuA982S8kRr1kCfPqab85VXzJwfkWtp+3o5rOenfAsIKgLn98O5/Y55Ddci7U1+SPLjcoqHBvLRXY2YPrQ11UuGcuBsDP3HrWb49I1EXk6wOrz/CioC1z0BT26GO8aZ+T+xZ2HJe6Zo4u9PQORuq6O0i9wmP08CaVPXRwBNgZ7AUEcEJZxo/37o0QNiY2HgQBg50uqI3E6Mo5a6p/H1M0XLwOzj4/mkvcmPtGKH69ZBggv+YfVirasW568n2vPsjbUI9PPh100n6DxqMVNWHSY11QU3JPX1h4Z3wdAlMPBPqNkdUhJgw0T4siX8cJdZhOHGm6nmZnuLG4D2QDiA1nqv1rqr1rqV1nqpg+MTjhQZCTfdZL7ecAOMGSNFDPMhLtGBS93TeMnQl7Q3BVC0KNSpY0pVbNxodTQigwA/Hx7rVJ15T3WgY60SXI5P5uVft3HH1yvYfiLK6vAypxRUbgf3TDebqTZ7APyCTDs06Vb4tj1sngEpLrKsPw+yTX6UUs8Ds4C+wGyl1GNOiUo4Xmws9OwJ+/ZBkyYwc6bZrV3kWdqEZ4cmP2n7fB1cComxjnsdC0l7Ywcy9OXyKhYP4fuBLfi6f1NKFQ5k09GL9Px8GW/+sYPoBBeuvBxRA3p+Ak9th04vQaEScGorzBoKnzSEZZ9A3EWLg8y9nHp+HgK6aK1bAjdiam8Id5eSAv36werVUKmSWdIeFmZ1VG4rztHDXgChJaFsE9P1fGiZ417HWtLeFFRapWcpdujSlFJ0b1CG+SM68OB1VQAYv+wgXUct4e9tJ9GuPJxUKAI6PAfDt8Gtn0OJ2nD5BMx/DT6uC3OehwuHrI4yRzklPxFa61UAWuvlQGnHhyQcSmt4/HFTtbloUZgzB8qUsToqt5Y258dhE57TXFny7rFDX9LeFJT0/LiVsCB/Xu1Zl9+HtaNR+SKcuhTPw1M2MHjiOo6ed/EeXv8gaHofPLoK+s+Eqh0hKQZWfwOfNYEf74Oja62OMku5mfOjlFI+Sinfq98qn7SbE2IU9vT++2Ype2CgSYDq1LE6IreXttrLoT0/cO28H1f+ZFgA0t4UUO3aEB4Ox4/D0aM5Ply4hvrlivDLo9fxZq/6hAX5sWDXGbqNXsJXi/eRmOzixQaVMtvw3PcbPLwMGvUD5Qs7foPxXWFcN3Oc6lo1jnJqTEKBZMzKi0TMJMS079O+CncxZQq8+KL5zzplCrRrZ3VEHiHWGROeAco1heBicPEwnNvn2NeyhrQ3BeXjc3XVlwx9uRVfH8WA1pVY8HQHbmtclvikVD74ezc9Pl/KmoPnrQ4vd0o3gNu/geFboN1TZun8sTWmF+jzprD6W0iItjpKIOfkpwpQNd2tSibHwh0sWAAPPmiOR4+GO++0Nh4PEuuMCc9gytJX72KOPXPoS9obe5ChL7dWMiyIT/s2YcqgVlSJKMSe09Hc/e1Knpu5mfMxbrKvb+Gy0PV1eGoHdP8QilY284DmPAej68L81+GStduwZJv8aK0P53RzVqCiALZsgTvugKQkGDECnnzS6og8SqwzJjyn8eAl79Le2IkkPx6hXY0I5jzZnie71CDA14cf1x2jy6jF/LjuqGvWBspMYCi0GgqPb4C7J0OFVhAfBctGmxVivzxkVoxZILe7uhcDngEaY7qmr5Bdll3c0aNmq4pLl+Duu+HDD62OyOM4bdgLoFoXQMHhFab7ODA0x6e4G2lvCqhVKzO0vWEDxMVBcLDVEYl8CvL35aluNbmtcVle+W0by/ed47mZW5i57hhv3V6fmqXcZJWujy/UvdXcjq6FlZ/DztmwZbq5VekAbR83JT2cVGsutx9VpwKBwI+Ai09BF1dcvAjdu5vJj9dfDxMnmjkBwq6ubmzqhJ6fQsWhfHM4thYO/gu1PXIPNmlvCqJwYahfH7ZuhfXrZW6fB6haIpQpg1rx++YTvPnHDtYcOs/Nny5lyPVVeaJzDYKd8cHLXiq0gAqTzDDYqm9gwyQ4uMTcStSG1o9Cwz5mNZkD5ba1bguU0FpLzXR3kZAAt98O27ebFV2//gpBjv3P5K2c2vMDZsn7sbVm6Mszkx9pbwqqTRuT/KxcKcmPh1BKcVvjcnSsVZIP5+7ih9VH+HrxfmZvPsEbt9Wjc+1SVoeYN0UrQ/f3oOMLsH6CmQwduQtmPwEL34QWQ6DFIFNXyAFy2w2wBSjvkAhslFKLlVLxSqlo2213unNdlFK7lFKxSqlFSqlK6c4ppdT7SqlzttsHSnn5Hg2pqWafrsWLTQ2fOXNMTR9hd8kpqSQmp+KjINDPSb1qNdLq/czz1CXv0t4UlBQ79FhFgv15q1cDfnmkLXXLFObYhTgenLCOhyev52RUnNXh5V1wOLQbbjZTvX2MWTEWEwmL3zGbqc4eDmf32v1ls+z5UUo9mO7bhcDfSqnvgVPpH6e1/s6O8QzTWo/LEEcE8AswGJgNvAnMAGzrORkK9AIaARqYBxwAvrFjXO7lhRdg+nQIDYW//jJVnIVDxCZdnezstL+BZRqb0vKXjsGZnVCqrnNe14GkvbGz9JOetZY9+zxQk4pF+X3YdUxceZiP/9nN39tPsXRvJE91q8nAtpXx83WzKQ5+AdCoDzS8Gw4thRVfwN65sP57c6vZHdo8ZvYas8P/5+yGvQZk+P4Y0C3DfRqwZ2OUmTuA7VrrnwCUUq8DZ5VStbXWu4D7gVFa62O286OAIbhaY+QsTz8NH38Mvr7wyy/QuLHVEXm02AST/GitWX/4As0qOaGHzcfHTAzcPA3mvQIdnocKLR3/uo4l7Y091ahh5v6cPm3agd69rY5IOICfrw+D2lXh5galeWP2DuZsO8Vbf+5k8qrDdK5dkh4NyzqnTbInpaDK9eYWuRtWfgmbp8OeOeZWvLpZNdZsYIHavSxTQ611p1zcOuf7lTP3rlLqrFJquVKqo+2+esDmdHHFAPtt9//nvO24Ht5o0iST+IBJfkI9byWQK9Fa88Yf2wGzxUX/catYf/iCc168SEXzdd98mHgrHF3jnNd1EGlv7GzVKoi2FZO75x5Z9u7hyhQJ5ut7m/HdwOZEFArg8LlYvl9+yLltkiOUqAW3fmY2U+34IvgGmAKvm34ocLuXZfKjlArIzQWUUoH5fvVrPY8pYlYOGIPZ1bkaZqlrVIbHRgFpa/wyno8CQjMbh1dKDVVKrVNKrVu/fr2dwnYRycmmenOalBQz50c4RGqq5tXftvPX1qujMknJqaw6cM45AVxMV/ImJdF0E7sxaW/sbPHiq/PBkpKkLfASnWqVxC/d3EOntkmOFFoCAgqZti5NAdu97AYFtyilnlNKlc3spFKqjFLqOWBjvl89Ha31aq31Za11gtZ6IrAcuBmIBgpneHhh4LLtOOP5wkC0zmRbXK31GK11c61182bNmtkjbNfx6adw4oTpMvT1hYAA6NjR6qg8Umqq5qVftzJ51WH8fBUBvgpfBf5+PrSuWtw5QZRMtyebbwBUbu+c13UcaW/sqWNH8LPNavD1lbbAS6w7fIFTUfEAzm+THGnZaPjnZXPs42/2Ditgu5fdnJ92wAvAZqXUBWA3pgEIA2pi9t2ZADiq6JgGFLAdM84OgFKqEFDNdj+2r42AtP6vRunOeYcDB+CVV8zxBx+YT3odO16d9CjsJiVV88LPW/hp/TEC/XwYe19zCgX6serAOVpXLe688fWIGle/3vaVJ8z5kfbGntq0gTffNIsfWrSQtsBLjPn3AAB3NStH5YhQ57ZJjvLvh7DwLUDBrZ+bobBDS03iU4B2L8vkR2t9FnhGKfU/oBXQANMAXQDeA9Zore2y0aBSKtz2GkswGxj2wTRyw4HzwIdKqd7An8CrwBbb5EOAScAIpdRfmAbsaeBze8TlFrSGhx4ylVz79YNnnrE6Io+Vkqp59qfN/LLxOMH+voy/vzltq5saFE5vYNI6GopV94TER9obR7jxRpP8RGUcxROeaH9kNPN3nibAz4fnbqpDiTB7jRBbaPF7sPhdQEGvr6DxPeZ+O7R5ORY51FonAkttN0fxB94CagMpwC6gl9Z6N4CtIfoCmAKsBvqme+63mLH7tA1Cxtnu8w4TJ8L8+VCsGHzyidXReKzklFSe+nEzszefICTAl+8HtqCVpd3JtuRHudly1hxIe2NHlSubr4cPy3J3LzB+2UG0ht5Ny7l/4qM1LHoH/v3AtHG9vjHL4O3ICfX4c6a1jgRaZHN+PqahyuycBp6z3bzL6dNmo1IwiU/JkpaG46mSUlJ5cvpG/tp6itBAPyY80ILmlYtZG1Raz4/8Qcszr2lvwsOhSBHT83PuHEQ4plKusN656AR+Xn8MgEHtqlocTQFpbSo8Lx1l5vbcMQYa3Gn3l/Gsj43e5skn4cIFuOEGuPdeq6PxSInJqQybuoG/tp4iLNCPSYNaWp/4AFd6foTITlqB00OHLA1DONbkVYdJSE6la52SVC/pxiVOtIb5r11NfO4c75DEByT5cV+zZ8OMGRASAt9+Kz0ADpCQnMIjU9Yzd/tpCgf58cOQVjSt6CKTB6XnR+RG+qEv4ZHik1KYtNL8+w5u78a9PlqbFV3LPwUfP7hrAtS73WEv5xLDXiKPLl2CRx4xx2+/fbWBE3YTn5TCQ5PXs2RPJOEh/kwZ1Ir65YpYHdZVOtV2IMmPyEZa2yA9Px7r5w3HOB+TSMPyRWhVxRV6pfNBa/j7BVj9jVnKfvdEqH2LQ18yu7293sjNBbTWr9ovHJErL74Ix4+bJayPP251NB4nLjGFIZPWsWzfWYoVCmDKoFbULZux9IvVPKvnR9obB5FhL4+WmqoZt/QgAEPaV3Xe/oL2lJoKc56FteNM7Z67J0Otmxz+stn1/FRw+KuLvFu+HL76yhQwGzfOFDATdhObmMygCetYeeAcEaEB/DC4NbVKh+X8RGe7UlPPDRu7zEl74wgy7OXR5u88zcGzMZQLD6Z7/dJWh5N3qanw5wizcalvIPSZAjVvcMpLZ1fn5wGnRCByLz4eBg82xy+8AA0bWhuPh4lOSObB79ey5tB5SoQFMm1IK6qXdMHEJz13/KSXCWlvHESGvTza2KWmqOGgdlXcbxf31FT440nYMAn8gqDvD2bDZifJ9ZwfpVQd4E6glNZ6mFKqFhCotd7isOjEtd55B3btglq14KWXrI7Go1yOT2Lg92tZf/gCpQsHMXVIK6qWcOFVE57X83MNaW/sJP2wl9T68Sgbjlxg7aELFA7y4+4WbtZxmpoCvz9uNij1C4Z+06BaJ6eGkKtUUSl1F/AvZhPA+2x3hwEfOygukdHWrfDuu+Z47FgICrI2Hg8SFZfEvePXsP7wBcoWCWLGQ61dO/EBPG3OT3rS3thRsWIQGgqXL8PFi1ZHI+xonK3Xp3/rSoQGutHapdQU+PVRk/j4h0D/H52e+EDul7q/AXTTWj+MqYgKsBmzr41wtJQUGDLE7Nz+8MPQ3u03sXQZF2MTuXfcajYfvUj5osHMeKgNlYoXsjqsnGnPrPBsI+2NvSglQ18e6PC5GP7edgp/X8XAtpWtDif3UpJh1kOwZTr4F4L+P0EVR23Xl73ctpwlMY0PXK2uppFKa87xxRewejWUKwfvvWd1NB7jfEwi94xdzdbjUVQsFsKMh9pQoViI1WHlkkcPe0l7Y0+y4svjfLfsIKkabmtcjlKF3WQUICUJfhkMW3+CgFC492eo3M6ycHKb/KwHBmS4ry9XdzYWjnLo0NX5PV99ZcrViwI7G53APWNXsePkJapEFGLGQ60pFx5sdVi559lFDqW9sSdZ8eVRLsQk8uM6s5XFEHcpapiSBDMfhO2zICAMBsyCSm0sDSm3A4VPAP8opQYBhZRSc4GagHPWpHkrrc0wV0wM3HUX3Hqr1RF5hDOX4+k/djV7z0RTrUQhpg5p7T6fnq7w6J4faW/sSYa9PMoPqw8Tl5RCh5olXLMMR0bJiTDzAdj1BwQWgQG/QPnmVkeVu+RHa71LKVUb6AH8ARwF/tBaRzsyOK/3ww8wdy4ULQqff251NB7h9KV4+o1dxYHIGGqUDGXqkNbuuQOyB/f8SHtjZzLs5THik1KYsML04A293g16fZIT4Mf7Yc8cCCoCA36Fck2tjgrIZfKjlOqFaXx+dGw44orISBg+3ByPGgWlSlkajic4GRXHPWNXc/BsDLVLh/HD4FYUD3XDxAfw5J4faW/sTIa9PMbvm05wNjqBumUK07ZacavDyV5SPPw4APb+A8FFTeJTtrHVUV2R2zk/rwNnlFLjlFIdHRaNuOqpp+DcOejSBQYOtDoat3fsQix9vl3FwbMx1C1TmKlDWrtx4oNH9/wg7Y19ybCXR0hN1YyxLW8fcn0V197KIikOZvS3JT7F4P7ZLpX4QC6TH611Y6AdcAoYp5Q6ppQapZRq5sjgvNacOWbIKzhYdmy3g6PnTeJz5HwsDcsXYeqQVhQrFGB1WAXjwRubSntjZxEREBJi6vxERVkdjcinJXsi2XcmmtKFg+jRsKzV4WQtMRam9YN98yEkAgb+AaUbWB3Vf+S6SIjWeofW+mWtdXVM5dUGyOoL+7t8GR56yBy/8QZUq2ZtPG7u0NkY+ny7kuMX42hcIZzJg1oRHuLmiQ9wtcihtVE4irQ3dqTU1Xk/MvTltsb8a3p9HmxXGX9X3coiMQam9YEDi6BQCZP4lKpndVSZytNPUClVQSn1LPA10Bz43iFRebOXX4ajR6Fp06tzfkS+HIiMps+YlZyIiqd5paJMHtSSIsH+VodlHx6+vQVIe2NXMvTl1rYei2LlgXOEBvrRt2VFq8PJXEI0/HA3HPwXQkvBwD+hZB2ro8pSbre3eFQptQzYgWmERgKltdaDHRmc11m50qzq8vWF8ePNzu0iX/aduUyfMas4fSmBllWKMfHBloQFeUjiA1zt+XHRT4AFIO2NA0jy49bSNjDt17IChV2xHUu4DD/cCYeXQVgZk/iUqGV1VNnK7V/XnsC3wCxZbuogiYlmx3at4dlnoXFjqyNyW7tPXab/uFWcjU6kbbXijLu/OSEBHpZIevaEZ2lv7E2GvdzWsQux/Ln1JH4+igeuq2J1OP8Vf8kkPkdXQ+FyZnJzcdefrpHbOj/dAZRSPkqpMlrrk44Nywu99x7s2AHVq8Orr1odjdvaceIS945fzfmYRNrXiGDMgOYEB/haHZYDeO6wl7Q3DiA9P27r++WHSEnV9GpclrKuVoU+Pgom3wHH10Hh8jBwNhRzg/pD5H7YK1wpNRWIB/bZ7rtVKfWWI4PzGjt2wFu2H+XYsWaVl8izbcejuGfcKs7HJNKxVgnG3uepiQ8e3fMj7Y0DSPLjlqLikpi+5ggAg11tK4u4CzCpl0l8ilSEB/50m8QHcj/h+RsgCqgEJNruWwn0cURQXiU11ezYnpRkvnbsaHVEbmnz0YvcM3YVF2OT6FqnJN8OaEaQv4cmPtfwvOQHaW/sT4a93NK0NUeISUzhuurFqV/OhfZ1jD0Pk26DExsgvJJJfIpWtjqqPMntRIguQFmtdZJSSgNorSOVUiUdF5qX+PprWLECSpeGDz6wOhq3tOHIBe4fv4bLCcncWK8Un/drSoCf500EvoYH9/wg7Y39lSoFQUGmcOrlyxDmBntCebnE5FS+X34QcLENTGPOweTb4NRWKFrFLGcvUt7qqPIst38hooCI9HcopSoCMhZfEEePwgsvmOMvv4TwcEvDcUdrD53nPlvic0uDMnxxjxckPoAnz/lB2hv7k1o/bmf25hOcvpRArVJhdKhZwupwjJizMLGnSXyKVYMH/nLLxAdyn/yMA35WSnUCfJRSbYCJmBUZIj+0hkcegehouOMOcxN5surAOe7/bg3RCcnc2qgsn/Zt7LrFv+zNs3t+pL1xBEl+3IbW+sry9sHtXWQri+gzMKEHnNkOETVN4lPYhStN5yC3w17vYyYffgn4A98B32qtP3FQXJ5vxgz4808oUkR2bM+H5fvOMmjiWuKTUrmjSTk+vKsRvj4u0EA4jUf3/Eh74wgy6dltLNt3ll2nLlMyLJBbG7tAgnH5tOnxObsbStSG+36HMPfebDu3e3tprfUnWuu6WutCWus6wOdKqTccHJ9nOncOnnjCHH/4IZR1gf/cbmTJnkgenGASn7ualffCxIere3u5widCO5P2xkEk+XEbaVtZ3N+2MoF+Fi/cuHQSJtxiEp+SdeH+P9w+8YE8bm+RgR/wkr0C8SpPPw2RkdChAwwaZHU0bmXRrjMMmbiOhORU+rWsyPu9G3pf4gPphr28ZJhP2puCk2Evt7Dz5CWW7j1LSIAv/VtZvJVF1HGT+JzbC6XqmwKGoS4y/6iAClr21gv/6hTQP//AxIkQGGhq+vh4zR+vApu34zSP/rCepBTNgNaVGHlrPXy8MfEBPHzYKyte9WbtTnp+3ELaXJ+7m1ewdhPmi0dhYg+4cMjsyn7f7xBSzLp47KygyY/O+SHiipiYqzu2v/461KhhaTju5O9tJxk2dSPJqZoHrqvMqz3qusYkQKt49oTnrEh7UxCS/Li8k1Fx/L7pBD4KBrWzcCuLC4dN4nPxCJRpDANmeVTiAzkkP0qpztmctjAldVOvvmoansaNzdCXyJU/tpzgyembSEnVDL2+Ki92r+3diQ/giXmAtDcOVro0BASYIffYWAgJsToikcGEFYdITtXc0rAMFYpZ9O9z/qCZ3Bx1FMo1g3t/geBwa2JxoJx6fsbncP6IvQLxeGvXwiefmGGucePA3wV35nVBv206zlMzNpGq4dGO1Xj2xlqS+ICn9vxIe+NIPj5QsSLs22fm/dSpY3VEIp3L8UlMXWX+iw+1qqjh+QMwoSdcOgblW8C9P0OQC1WWtqNskx+ttQtuIeuGkpLMxObUVHjmGWjWzOqI3MLP64/x7MzNpGp4oksNnupaQxKfKzxvzo+0N05QubJJfg4dkuTHxcxYe5TLCcm0rFKMRhXCnR/Auf2mjs/lE1ChFfSfCUGFnR+HkxR0zo/IjQ8/hK1boWpVGDnS6mjcwo9rj/L8L1vQGp7uVpPHu8j8qGt4Zs+PcDRZ8eWSklJS+X75IcCiXp+ze03iE30KKraF/j9CoGdvgSLJj6Pt3g1v2MqTjBkj4+y58MPqw7w0axsAz99Um0c6VrM4IlfkeT0/wglk0rNL+mvrSY5fjKNqiUJ0ru3kLezO7DJzfGLOQOX2cM8MCCjk3BgsIMmPI6Xt2J6QAA88AF26WB2Ry5u08hCv/rYdgJdvqcNgV9rQz5VIz4/ID0l+XE76rSyGtK/q3PIdp3fApFshJhKqdIB+0yHAOz6gS/LjSGPHwtKlZkfljz6yOhqXN37ZQd78YwcAr/WsywPXyRSQrEnPj8iHtORHhr1cxsoD59h2/BIRoQHc3qSc81741DaT+MSeg2qdoe9U8A923utbTJIfRzl+HJ57zhx//jkU86waCfb27ZL9vDtnFwBv9qrPgNaVLI7IxV3JfaRIpsiDtDk/0vPjMsbatrK4r01lgvydtJXFyS0m8Ym7ANW7Qp8fwD/IOa/tIqTldASt4bHH4NIluPVWuPNOqyNyaV8u2se7c3ahFLx7RwNJfHLDg/f2Eg5Utiz4+cGpUxAfb3U0Xm/v6css2h1JkL8P9zqr3TuxyczxibsANW609fh4V+IDkvw4xs8/w2+/QVgYfPml/IHKxqfz9/Lh3N0oBR/0bki/lhbvZeM2ZNhL5IOvr6n1A3BEyiZZbdzSgwDc2aw8xQo5oY7n8fWmxyf+ItS6GfpMBr9Ax7+uC5Lkx94uXIBhw8zx++9D+fLWxuOitNaM+mc3o+fvwUfBx3c34q7mFawOy33IhGeRXzL05RLOXI5n1sbjKAWD2jlhYcfRtTCpF8RHQe0ecNdEr018QOb82N+zz8Lp09Cu3dV9vMQ1tNa8//duvlmyH18fxeg+jbm1UVmrw3Iz0vMj8klWfLmESSsOk5iSyo31SlElwsFLy4+shim9IfEy1L0Neo8HX+/eZUCSH3tauBDGjzf758iO7ZnSWvP2nzsZt+wgfj6Kz/o14eYGZawOy/1Iz4/IL1nxZbnYxGQmrzI//6HXO7jX5/AK+OEuSIyG+r3h9jHgK3/65SdgL7GxMHSoOX7lFahd29p4XJDWmpGzdzBhxSH8fRVf3NOUG+uVtjosNyU9PyKfZNjLcj+tO0ZUXBJNK4bTrJIDVwIfXApT74akWGhwN/T6WhIfG/kp2MvIkbB/PzRocHWJu7giNVXz6u/bmLLqCAG+Pnx9b1O61ClldVjuS3p+RH7JsJelUlI145aZ5e0O7fU5sASm9oHkOGjUD277EnyctJTeDUjyYw8bNsCoUeYP0bhxZthLXJGaqvnfrK1MX3uUAD8fxgxoRsdaTi7h7nGk50fkkwx7WWru9lMcPR9HpeIhdKvroJ7v/QthWj9IjofG98Ktn0nik4FMSimotB3bU1LgySehZUurI3IpKama537ewvS1Rwn082H8/c0l8bGHKz0/1oYh3FC5cmbJ+4kTZusd4TRaa761FTUc3K4Kvo7YymLvfJja1yQ+Te+DWz+XxCcTkvwU1OjRsGmT+TT11ltWR+NSklNSefrHTcxcf4xgf1++f6AF7WuUsDosD5GW/MivsMgjPz9TgkNrOHrU6mi8yrrDF9h89CJFQ/y5s5kDSnvs+Qem94OUBGj+IPT4VBbeZEF+KgWxdy+89po5/uYbKOT5O+HmVlJKKsNnbOLXTScICfBlwgMtaFstwuqwPIeWYS9RADL0ZYkxtl6fAa0rERxg596Y3XNg+j2Qkggth8ItH0vikw2Z85NfWpvVXfHxMGAA3Hij1RG5jMTkVJ6cvpE5204RGujHxAdbOHZFg1eSCc+iAGTFl9Ptj4xm/s7TBPj5MKBNZftefOds+OkBSE2CVo/ATe9K25ADSX7y67vvYPFiiIiAjz+2OhqXkZCcwrCpG5m34zRhQX5MerAlTSoWtToszyM9P6IgZMWX041fdhCtoXfTcpQIs2Nl5e2/ws+DIDUZ2gyDG96SxCcXJPnJj5Mn4ZlnzPFnn5kESBCflMKjP2xg4a4zFAn2Z8qgVjQoX8TqsDyTbGwqCkKGvZzqbHQCP68/Bth5K4ttP8PPQ0CnwHXDoevr0ibkkiQ/+fH443DxItx8M/Tta3U0LiE+KYWhk9fz755Iiob4M2VwK+qVlcTH8aShE/kgw15ONXnlYRKSU+lSuyTVS4ba56JbfoJZQ80HofbPQOeXJfHJA0l+8mrWLLNre2gofP21/GcD4hJTGDJpHcv2naV4oQB+GNKK2qULWx2WZ5Mih6IgZNjLaeKTUq5sZTHEXkUNN0+HXx8xiU+H56Hji9IW5JEkP3lx8SI89pg5fvddqFjR0nBcQUxCMoMmrmXVgfNEhAYybUgrapQKszosLyBzfkQBlC9vVgIdP25qlfl79yaXjvTzhmOcj0mkYfkitKpih4UfG3+A3x4DNHT8H3R8vuDX9EKyDi4vnn/ezPdp0wYeecTqaCwXnZDMwO/XsOrAeUqGBTJ9aGtJfJxFen5EQQQEQNmykJoKx45ZHY3HSk3VjFt6EIAh7auiCvr7un7i1cSn8yuS+BSAJD+5tWQJjBljPiGNHWsqpHqxS/FJ3Dd+NWsPXaBMkSBmPNTGfmPZIhek50cUkAx9Odz8nac5eDaGcuHBdK9fwK0s1n0Hs58ANHQdCdc/Y5cYvZUkP7kRHw9Dhpjjl16CevWsjcdiUXFJDBi/hg1HLlIuPJgZQ9tQJUIKPDqVlgrPooBkxZfDjV1qihoOalcFP98C/K6uGQt/PGWOb3gb2g0veHBeTub85Mabb5pqznXrwgsvWB2NpS7GJnLv+NVsO36JCsWCmTq4NRWKhVgdlheSYS9RQNLz41Abjlxg7aELFA7y4+4WBdjKYtU38LdteOum96C1TLmwB0l+crJ5M3zwwdUd2wPtWJzKzZyPSaT/uNXsPHmJSsVDmDakNWXDg60OyztJkUNRULLc3aHG2Xp9+reuRGhgPv/UrvwS5v7PHN/8EbQcYqfohMv0mSulKiul/lJKXVBKnVJKfaGU8rPdr5VS0elur6R7nlJKva+UOme7faAKPKvMJjkZBg82Xx97zEx09lJnoxO4Z+wqdp68RNWIQswY2kYSH0tJz09BuGR742wy7OUwh8/F8Pe2U/j7Kga2rZy/iyz/9Gric8vHkvjYmSv1/HwFnAHKAOHAPOBR4Hfb+XCtdXImzxsK9AIaYf4izAMOAN8UOKIRI2DdOihZEt55p8CXc1fzd57m+ZlbOBeTSPWSoUwd3IqShYOsDsu7XT5lvl44ZGkYbsz12htnS0t+Nm2ClSu9+sOdvb03ZxepGjpUj6BUXtvKo2tg8buwfyGgoOen0Ox+h8TpzVym5weoAvyotY7XWp8C/gZyM7P4fmCU1vqY1vo4MAoYWOBo5s6Fzz83xxcvwrZtBb6kO1p/+AJDJq3jXEwiCnixe21JfKx2dI3ZwRlg9Tfme5FXrtXeWOH4cfP14kXo0sUkQKJAUlM1H/y9kznbzIeTFfvPsf7whdxfYNsv8N1NtsQHaD9CEh8HcaXk51Ogr1IqRClVDuiOaZDSHFZKHVNKfa+USr+ZVj1gc7rvN5NFI6aUGqqUWqeUWrd+/frso/nrr6vHKSlmE1MvtOrAuWtKyuw6ddnagAQcWnp1zk9qMiwYmW4OkMgl12pvrPDvv1ePExO9to2zly3HLnL71yv4avGBK/clp6Sy6sC5nJ986STMHm42KNUptjt9IEBW0TqKKyU/SzCNyCXgGLAO+BU4C7QAKgHNgDDgh3TPCwWi0n0fBYRmNg6vtR6jtW6utW7erFmz7KPp2PHqcUDAtd97kdZVi+PrY36UPkrRumpxiyMSVG4PfoFc+fU9tAx+GQrJiZaG5WZcq72xQp06V4+9uI0rqPMxibz4yxZu+3I5m49epGiIP/6+Cl8F/n4+2beZcRdg3mvwWRNY/735EKN8zc0v0PyuC4dwiTk/SikfYC7wLdAW08B8B7yvtX4O0zABnFZKDQNOKqUKa60vAdFA+o2kCgPRWhfwo3CnTuZrYCAsWOC14+HNKhXl2Rtr8d6cXVSOKESzSkWtDklUaAn3/256gHyDYPE7sPVHiD4FfaZAkGwomx2XbG+sUKKE+VqxIkyf7rVtXH6lpGqmrjnCR3N3ExWXhJ+PYlD7KjzepQa7T11m1YFztK5aPPM2MzHGDFkv+xQSbLl0nVvN5qTxUeZ3u3J787suHMIlkh+gGFAB+EJrnQAkKKW+B94Cnsvw2IxrfLdjJh+mTXxoZLuvYMJs2zQkJkKrVgW+nDu7r00lPp63h/2R0ZyNTiAi1HuX+7uMCi2vNoxV2sEPd8HBf818gf4/QZHy1sbn2lyvvbHC0aPma+vWkvjk0frDF3j1t21sP3EJgHbVI3j91npXqtw3q1Q086QnORE2TIR/P4To0+a+Kh2gy2tQPl3voCQ9DucSw15a67PAQeAR23LTcMzEws1KqVZKqVpKKR+lVHHgM2Cx1jqt63kSMEIpVU4pVRZ4GphQ4KB8fc3O7VpDdHSBL+fOQgL8aF21OFrD4t2RVocjMirTCAbPh4hacGYHjOsGp7ZaHZXLcsn2xgppe3pVKEABPi8TeTmBZ37aTO+vV7D9xCXKFgniq/5NmTyoZfbb+6Smwpaf4MsW8NczJvEp2wQG/Gp6ccu74LCoh3OJ5MfmDuAmIBLYByQDTwFVMRMRLwPbgASgX7rnfQvMBrbazv9pu6/gCtt6t6Oisn+cF+hcy3SRL9p1xuJIRKbCK8KguVDpOrh8Ar7rfnXFiMiM67U3zpbW8yPJT46SU1L5fvlBOo9azMz1xwjw9WFYp+rMf7oDNzcok/WGpVrDnrnwbXv4ZbApTRFRE+6eBEMWQbVOTn0f4ipXGfZCa70J6JjJqWm2W1bP05iu6ozd1QVXpAicOAGXLtn90u6mU+2SvD57B//ujSQpJRX/guxTIxwjuCgMmAWzHobtv5ihsFs/h8b3WB2Zy3HJ9sbZJPnJldUHzvHa79uvrHTtWKsEr/Wsl/N+hodXmpWYR2wlBAqXh44vQKN+4Osyf3q9lvwLZEd6fq6oVLwQVUsU4kBkDOsPX5BVX67KLxB6j4fwCqZC7K+PQNQxuP5ZqQYtriXJT7ZOX4rnnb928tumEwBUKBbMqz3q0bVOyax7egBObYMFb8Deueb74GJmB/bmg8BfaqS5Ckl+slPEtmpGen4A6FyrJAciD7Jo1xlJflyZjw90ewOKVIA5z8GityHqqCmR7+tvdXTCVUjyk6nE5FQmrDjIp/P3EpOYQqCfD490rMbDHaoR5O+b9RPPH4RF78DWnwANAaHQZhi0eQyCCmf9PGEJSX6yIz0/1+hcuyTjlh1k4a4zvHhznZyfIKzVcggULgszB8GGSXDpBNw1AQLDrI5MWC02Fs6dA39/s32PAGDZ3rO89vs29kfGAHBD3VK80qMuFYqFZP2ky6fM6q31E0zRUd8A08vT/mkILeGcwEWeSfKTHen5uUbzysUIDfRj75lojp6Pzb5BEK6h9i0w8A+Yejfsmw/f32yWwoeVtjoyYaW0rS3KlTM9hV7u+MU43v5zB39tNdtSVIkoxGs969KxVjaJYdxFM7S86mtIjgPlA437m3k94RWdE7jIN0l+siM9P9cI8POhXfUI/t5+isW7zzCgTWWrQxK5Ub45DJoHP9wJp7aYpfD3zoQStayOTFhFhrwASEhOYdzSg3yxcB9xSSkE+/syrHN1BrevQqBfFkNcibGw5ltYNtoUJASo3cMUKCwpPeLuQpKf7EjPz390rl2Sv7efYuEuSX7cSvFqJgGa1heOrYXx3aDvNKh8ndWRCStI8sOi3WcY+ft2Dp2LBeCWhmV46eY6lA0PzvwJKUmwcTIsft9UUwdThbnLa1ChhZOiFvYiyU92pOfnPzrWNmPYK/afIy4xheCAbCYACtdSKALu+x1+GQK7/oDJvaDX19DgTqsjE87mxcnP0fOxjJy9g/k7TYXl6iVDGXlrPa6rHpH5E1JTTemIRW/DedumpWUamaSnWmdZRemmJPnJjvT8/EfJsCAalCvC1uNRrDxwls61S1kdksiLgBBTYO3vF03X/c+D4NJxaPuENOLexAuTn/ikFL5evJ9vluwnITmVQgG+DO9ak/vbVibAL5N5T1qbeXILRl6tmF68uhneqnObzJVyc5L8ZEd6fjLVqXZJth6PYuGuM5L8uCMfX+j+vqkF9M/LMO9VuHjU3OcjPXleIS35Ke/5e8BprZm34zRv/LGDYxfiAOjVuCwv3lyHUoWzqLtzZLVJeg4vN9+HlTUTmRv3lwKFHkL+FbMjPT+Z6ly7JJ8t2MuiXZForbMv+CVck1LQ9nGzFH7Ww7B2rFkK33uc6R0Sns1L9vU6eDaGkbO3X9mTsHbpMEbeWo9WWdUpO70dFrwJe+aY74OLQrsRpmyEfxZzgYRbkuQnO9Lzk6mG5YpQvFAAxy/GsfdMNDVLSd0Yt1W/N4SVgWn9YPefMLEn3DPDzA8SnsvDh71iE5P5ctE+xv57kMSUVMKC/Hi6W03ubV0Jv8y25rlwCBa9C1tmABr8Q0xxwraPQ1ARZ4cvnECSn+xIz0+mfHwUHWqV4JcNx1m464wkP+6uUlsY9A9MuROOr4NxXeHen80KMeF5oqPh4kUICoIIz0pytdb8tfUUb/25g5NR8QDc1aw8z91UmxJhgf99QvQZU6Bw3feQmgQ+/tD8QbMdRagUf/RkkvxkR3p+stS5dskryc/DHeSPpNsrUQsGz4epd8HJzWYpfL8ZsoTXE6Wf7+NBQ9b7zlzmtd+3s3zfOQDqlyvMG7fVp2nFov99cHwULP/MFChMigEUNOwLnV6EopWdGrewhiQ/2ZGenyy1r1ECXx/F+sMXiIpNokiI7Bnl9sJKwcC/4KeBsG8eTOxh5gDV6Wl1ZMKePGzIKzohmc8W7OW7ZQdJTtWEh/jz7I216NuiIr4+GZK7pDhYMxaWfQxxF8x9tW42K7hK1XN+8MIykvxkJyQEfH0hLg6Sksw+OAKAIsH+NK9UlNUHz/Pv3kh6NiprdUjCHgJDod90+PMpsx/YjAFmFVirh6yOTNiLh6z00lrz26YTvPPXTs5cTkApuKdVRZ69oRZFCwVc++CUZNg0xRQovGx2aafSdaZWT8VWzg9eWE6Sn+woZYa+LlwwvT/FZSfz9DrVLsnqg+dZtPuMJD+exNcPen4GRSrCorfMzvAXj0C3N6W2iSfwgJVeu05d4tXftrPm4HkAGlcI543b6tGwfPi1D0xNhZ2/wcK34Nw+c1/pBtDldajexaOG/UTeSPKTk7TkJypKkp8MOtcuyXtzdrFkdySpqRqfjF3Mwn0pBR2ehSLl4fdhsPILUwyx1zfgn0VtFOEe3HjYKyouidHz9jB51WFSUjXFCgXwwk21ubNZ+WvbH61h/0JTq+fkZnNfsarQ6SWod4ck8UKSnxzJvJ8s1SgZSrnwYI5fjGPzsYs0yWxioXBvjfuZHeBnDIDts+Dyaej7A4QUszoykV9umPykpmp+3nCM9//exdnoRHwU3N+mEiO61frvfMNj62D+63Boqfk+tDR0fB6aDABfmbogDEl+cpK24kuSn/9QStG5dkkmrzrMol1nJPnxVNU6wYN/ww93wZEV8N2N0H8mFK1kdWQiP9ws+dl2PIpXf9vGhiMXAWhRuSgjb61P3bKFr33gmZ1meGvXH+b7oCK2AoVDpXCn+A/p+8tJWs+PLHfPVOfaphbGwt1nLI5EOFTp+mYpfMm6cHaPqQV0YqPVUYm80tptJjxfjE3kpVlb6fnFMjYcuUiJsEBG92nEjw+1uTbxuXgEZj0CX7c1iY9fsEl6ntwM7YZL4iMy5bTkRyk1TCm1TimVoJSakOFcF6XULqVUrFJqkVKqUrpzSin1vlLqnO32gUq3n4JSqrLtObG2a3S1a+DS85OtNtWKE+jnw7bjlzhzKd7qcIQjFSlneoCqXA8xZ+D7W2DPP1ZHlSm3bW8cLSrKFDkMCYGirtlTm5Kqmbr6CJ0+WswPq4/goxSD21Vh4dMduL1J+avb6URHwpwX4PNmsHkqKB9oMRie3ARdXzNbUwiRBWcOe50A3gJuBK5skqKUigB+AQYDs4E3gRlAa9tDhgK9gEaABuYBB4BvbOenASuBm223mUqpGlrrSLtEndbz8+OPULUqtGljl8t6iiB/X9pWK86i3ZG8+tt2hlxflWaVpNHxWEFFoP/P8PvjsGU6TOtr2wKgMFRuDxVaWh1hGvdsbxwtbaVXSAisWuVS7dn6wxeYteEYKw+cY39kDABtqhZn5G31rlaRP7rG7LQedRx2/AqJ0YCCBnebAoXFqloWv3AvTkt+tNa/ACilmgPp+1vvALZrrX+ynX8dOKuUqq213gXcD4zSWh+znR8FDAG+UUrVBJoCN2it44CflVLDgd5cbawK5vJl83X2bJg3DxYscKkGwxVULxnKot2R/L39FIv3nOGHwa0lAfJkfgFw+zdmJdjSj2D5J4ACvyC4/3eXSIDctr1xtH9sPXVnz0KXLi7Tni3fd5b7xq8hRWsAioUE8EavetzSoMzVnp6ja+D7m802FGlq3gSdXzHDskLkgSvM+akHbE77RmsdA+y33f+f87bj9OcOaK0vZ3H+Gkqpobau8HXr16/PXXSRkWmBQWIiLF6cu+d5EZ90tTKSklNZdeCchdEIp1AKurwCtW+x3aEhJfHqChvX5drtjaMtTffv40Lt2cYjF64kPgq4r00lejQsi0pfh+fQUkhNvvp9s4FmE15JfEQ+uELyEwpknE0cBYRlcT4KCLWNw+f03GtorcdorZtrrZs3a9Ysd9ENG2Y2APT1hYAA6Ngxd8/zIjfUK02Arw++Cvz9fGhdVeoheY3rhoNvAChf87Vye6sjyolrtzeO9uSTLtmetakWQYCfDz4KAv19aF+zxH8fVLk9+AWauT1+wdC4v/MDFR7DFZa6RwMZ1ixSGLicxfnCQLTWWiulcnpuwfXsCQsXmk9IHTu6RBexq2lWqSjThrZm1YFztK5aXIa8vEmFljDwT/Op3LXm/GTFtdsbR+vY0SXbs2aVijJtSA5tSIWWcP9sd/q/JlyYKyQ/2zHj7AAopQoB1Wz3p51vBKyxfd8ow7mqSqmwdF3RjYCpdo2wTRuXaSRcVbNKRSXp8VYVWrrTHyLXb28czUXbs1y1Ie71f024MGcudfdTSgUBvoCvUipIKeUHzALqK6V6286/CmyxTT4EmASMUEqVU0qVBZ4GJgBorfcAm4DXbNe7HWgI/Oys9yWEcD3S3gghsuPMOT8vA3HAC8C9tuOXbUtEewNvAxeAVkDfdM/7FrMkdSuwDfjTdl+avkBz23PfA+50m2WnQghHkfZGCJElZy51fx14PYtz84HaWZzTwHO2W2bnDwEd7RCiEMJDSHsjhMiOK6z2EkIIIYRwGkl+hBBCCOFVJPkRQgghhFdR2lZV09sopcYBx4BmgIuUX803eQ+uQd5DzsprrQc78PouKV17A57x/8Qe5OdwlfwsDHv/HLJsb7w2+UmjlFqntW5udRwFIe/BNch7ELkhP2NDfg5Xyc/CcObPQYa9hBBCCOFVJPkRQgghhFeR5AfGWB2AHch7cA3yHkRuyM/YkJ/DVfKzMJz2c/D6OT9CCCGE8C7S8yOEEEIIryLJjxBCCCG8iiQ/QgghhPAqHpv8KKWGKaXWKaUSlFITMpzropTapZSKVUotUkpVSndOKaXeV0qds90+UEopC+IPVEqNV0odVkpdVkptVEp1d6f3YItlilLqpFLqklJqj1JqcLpzbvEe0sVUQykVr5Saku4+t3gPSqnFttijbbfd7vYe3J1SqphSapZSKsb2e32P1TE5Q37bYk9TkDbd0+T374Jdaa098gbcAfQCvgYmpLs/AogC7gKCgA+BVenOPwTsBsoD5YAdwMMWxF8Isyt1ZUyS2gO4bPveLd6DLZZ6QKDtuDZwClPF023eQ7qY/gGWAlPc6f+SLZbFwOBM7neb9+DuN2AaMAMIBdrZfu71rI7LCe87X22xp90K0qZ72i2/fxfsGoPVPwQn/JDfyvALNxRYke77QkAcUNv2/QpgaLrzg1zlPyGwBejtru8BqAWcBO52t/cA9AV+tDVeacmP27wHsk5+3OY9uPPN9nNNBGqmu28y8J7VsTnxZ5Cnttgbbrlt0z35lpe/C/a8eeywVzbqAZvTvtFaxwD7bff/57ztuB4WU0qVAmoC23Gz96CU+kopFQvswvwn/ws3eg9KqcLAG8DTGU65zXuweVcpdVYptVwp1dF2n7u9B3dVE0jRWu9Jd5+3/yxz+r/n0fLYpnucfP5dsBtvTH5CMd1q6UUBYVmcjwJCrZznoJTyB34AJmqtd+Fm70Fr/SgmtvbAL0AC7vUe3gTGa62PZrjfnd7D80BVzNDVGGC2Uqoa7vUe3FlOP2dv5LU/k3y06R4nn38X7MYbk59ooHCG+wpjxl4zO18YiNa2PjhnU0r5YLrHE4Fhtrvd6j0AaK1TtNbLMHNHHsFN3oNSqjHQFRidyWm3eA8AWuvVWuvLWusErfVEYDlwcyYxpsXpcu/BzeX0c/ZGXvkzyWeb7pHy8XfBbrwx+dkONEr7RilVCKhmu/8/523H27GA7dP1eKAU0FtrnWQ75TbvIRN+XI3VHd5DR8yExCNKqVPAM0BvpdQG3Oc9ZEYDCvd+D+5kD+CnlKqR7j5v/1nm9H/P4xSgTfd0uf27YD9WT3Zy4CQqP8xs8XcxWXaQ7b4SmG603rb73ufa1S0PAzsxwwNlbT90q1bofAOsAkIz3O8W7wEoiZkoHAr4AjcCMcBtbvQeQoDS6W4fATNt8bvLewi3/ezTfgf62/4darnLe/CEGzAds+KrEHAd3rPaK19tsSfe8tume9KtIH8X7BqH1T8IB/6AX8d8uk1/e912ritmklUcZhVM5XTPU8AHwHnb7QNse6A5Of5KtpjjMV2Babf+bvQeSgBLgIvAJWArMCTdeZd/D1n8v5riTu/B9u+wFtN1fNHW+HZzp/fgCTegGPCrraE/AtxjdUxOet/5aos97VaQNt2TbgX5u2DPm2xsKoQQQgiv4o1zfoQQQgjhxST5EUIIIYRXkeRHCCGEEF5Fkh8hhBBCeBVJfoQQQgjhVST5EUIIIYRXkeRHeDSlVBul1Eql1BKl1DTbnjouf20hhHtSStVVSq3L5WNLKaV2KqUCHR2XuJYkP8LTHQY6a607AAcwVUTd4dpCiGwopQ4ppeKUUtFKqVNKqQlKqdB05ycopbRS6tYMz/vEdv9A2/cBSqlRSqljtmsdVEqNzuJ10m5fZBPam5hK8Omf3zXd932VUheUUh201qeBRcDQAv9ARJ5I8iNcnlLqXaXU8Pw8V2t9QmsdZ/s2GUi1V1xZXVsptUYpVc9eryOEyFJPrXUo0BhoAryY4fwe4P60b5RSfsBdwP50j3kRaA60xOwe3gnYmNnrpLsNIxNKqTK25/+axfn7gS+BW7TWS2x3/wA8lP3bFPYmyY+4IhefpA4ppRKVUhEZnrfJ9kmqsu37dkqpFUqpKKXUeaXUcqVUiyxeJ9tPUkqpEsB9wLcFfG9VgO7AHwW5Ti6v/RHwhr1fRwiROa31KWAuJglKbzZwnVKqqO37m4AtwKl0j2kBzLJ9mNFa60Na60n5DKUbsEFrHZ/xhFJqKDAKuFFrvSLdqdVAVaVUpXy+psgHSX5ERjl9kjoI9Ev7RinVAAhO931hTBLwOWYvo3LASCAhs9fJ6ZMUMBD4K10PS57ZYpoIDNBaJ+bxuaWVUssyuZXO5tq/A51snwKFEA6mlCqP+QCyL8OpeMzvY1/b9/cBGRObVcAIpdSjSqkGtp3X86sBsDuT+x/BDId10VpfMx9Ia51si7tRJs8TDiLJj8hUNp+kJmMakDT3c21jUtP2/Gla6xStdZzW+h+t9ZZ8htIdswneFbaeo2eVUluUUjFKqfG2iYNzlFKXlVLz0z7p2bq5p2E2UsysUUq75vNKqeO25+9WSnWxvY9TWut2mdxOZXVt26e+9cAN+XzPQojc+VUpdRk4CpwBXsvkMZOA+5RSRYAO/HdI6l3M7uH9gXXAcdvwVMbXuZjuNiSLeMIxGwhn1A2TZG3N4nmXbc8VTiLJj8hUNp+kVgGFlVJ1lFK+QB9gSrrze4AUpdREpVT3dN3N+ZXVJ6nemAalJtATmAP8D4jA/L9+wva4fkAr4FWl1GKlVJ+MF1JK1QKGAS201mHAjcChXMSW3bV3Ip/khHC0Xrbf2Y5Abczv/zW01sswO4m/DPyRsRfZ9iHtS631dZgE5G3gO6VUnQyvE57uNjaLeC5g5g1l9DCmrRqXRc9SGGaXc+EkkvyIjHLzSSqt96cbsAs4nnZCa30JaAdoYCwQqZT6XSlVKpPXKcgnqc+11qe11seBpcBqrfVGrXUCMAszZIfWerLWOkJr3dF2m5HJtVKAQKCuUsrfNua/P5PHXSOHa8snOSGcxDZ5eALpVlllMAV4mv8OeWW8TpzW+ktMElM3H6Fswdb7ncEZoAvQHvgq/QlbD3J1YHM+Xk/kkyQ/IqMcP0lhkp97MPNx/tOYaK13aq0Haq3LA/WBssAnmbxOQT5JnU53HJfJ96HkktZ6HzAceB04o5SarpQqm9vnZ0E+yQnhXJ8A3ZRSjTM59xnmw9q/GU8opYYrpToqpYKVUn62Ia8w/rviKzfmAU2VUkEZT2itTwCdgZvSL6XHrDI7pLU+nI/XE/kkyY/IVHafpGy/pAeBm4FfcrjOLtt16uczlKw+SdmV1nqq1rodUAnTa/V+AS9ZB/kkJ4TTaK0jMR/GXsnk3Hmt9QKttc7kqXGYVVingLPAY0BvrfWBdI+ZnWF16qwsYjgNLCSLml9a66OYBOhOpdS7trv7A9/k6k0Ku/GzOgDh0j4BDimlGmutN2U4NwgoqrWOsXXbAqCUqg3cAszQWh9TSlXAzI1Zlc8Y/sJMUvwhn8/PkW3OTzlgOWZ1SBwF+GCgTLXWZqSrLyKEsC+tdeVM7nsk3fHAbJ7bLt3xt2RTSiOz18nBa8BEpdSPtqXz1zxfa30QqACglCqJSYaezuNriAKSnh+RpRw+Se3PuGTT5jJmEvBqpVQMJunZxn9/uXP1Scr2+jcrpYKzOG8PgcB7mE99p4CSmMnT+XUrsNjWzS2E8CJa6x1a6xZZ9DJlfOwZrXWdzOoCCcdSufj3EcJSSql3gDNa60+sjiU3lFKrgUFa621WxyKEEOK/JPkRQgghhFeRYS8hhBBCeBVJfoQQQgjhVST5EUIIIYRXkeRHCCGEEF5Fkh8hhBBCeBVJfoQQQgjhVST5EUIIIYRXkeRHCCGEEF5Fkh8hhBBCeBVJfoRbUEodUkrF2fYBO6WUmqCUCrU6LiGE51FKaaVU9Qz3va6UmmJVTMK+JPkR7qSn1joUaAw0AV60NhwhhBDuSJIf4Xa01qeAuZgkSAghhMgTSX6E21FKlQe6A/usjkUIIYT7keRHuJNflVKXgaPAGeA1i+MRQgjhhiT5Ee6kl9Y6DOgI1AYirA1HCOGhUgD/DPf5A0kWxCIcQJIf4Xa01kuACcBHFocihPBMR4DKGe6rAhx2fijCEST5Ee7qE6CbUqqxxXEIITzPDOBlpVR5pZSPUqor0BOYaXFcwk4k+RFuSWsdCUwCXrE6FiGEx3kDWAEsAy4AHwD9tdbbLI1K2I3SWlsdgxBCCCGE00jPjxBCCCG8iiQ/QgghhPAqkvwIIYQQwqtI8iOEEEIIr+JndQBWGTx4sC5fvrzVYQjhVUaOHDleaz3Y6jicTdobIZwvu/bGa5Of8uXL8/rrr1sdhhBeZeTIkcesjsEK0t4I4XzZtTcy7CWEEEIIryLJjxBCCCG8iiQ/QgghhPAqkvwIIYQQwqtI8iOEEEIIr+IWyY9SarFSKl4pFW277U53rotSapdSKlYptUgpVcnKWIUQ7k/aHCE8m1skPzbDtNahtlstAKVUBPALZmfvYsA6YIaFMXqHpUvhgQdg5cord605eI7vv/+a09Mfh6NrLAxOCLuRNkc4xi+/wHPPsfXD/7H26yHsWjvf6oi8jrvX+bkD2K61/glAKfU6cFYpVVtrvcvSyDzVypXQpQskJcGUKfDvv6wvW5uZY9/lff+xAKTu/RGfgbOhQkuLgxXC7qTNEQWzciX06QPJydT3Ae4PIeHULHYxndotulodnddwp56fd5VSZ5VSy5VSHW331QM2pz1Aax0D7Lfd/x9KqaFKqXVKqXXr1693dLye6YcfTOIDkJoKixez6sA5SqqLACgFpCTAoaWWhSiEnRSozZH2RmRq8WJITjbHGtThFAJJImrbP5aG5W3cJfl5HqgKlAPGALOVUtWAUCAqw2OjgLDMLqK1HqO1bq61bt6sWTNHxuuZ4uLgjz/MsVIQGAgdO9K6anHWqAYk2ToSFRrKNLYuTiEKrsBtjrQ3IlPt21899gVdyReloEr0BvOBUjiFWyQ/WuvVWuvLWusErfVEYDlwMxANFM7w8MLAZWfH6BVefBEOH4ZKleD112HBAmjThmaVivL0g/dyb8orHEktgQI4sMjiYIXIP2lzhMMUK2a+hodz+JtPmV3zDmJ0ACXPrSV5/khrY/MibpH8ZEIDCtgONEq7UylVCKhmu1/Y0/z58Omn4OcHP/8Mr74KbdpcOd2qanFK1L2eR5KGo1Gw+ls4f9DCgIWwK2lzhH1s2GC+dupE5UFP0G3EBEaG/I9k7YPfik9g4xRLw/MWLp/8KKXClVI3KqWClFJ+Sqn+wPXAXGAWUF8p1VspFQS8CmyRiYd2duGCWd0F8NprkEUX/g11S7FdV2FpcBdISYT5rzsvRiHsRNoc4VAbN5qvTZsCEBzgy4D+DzIyZSAAqb8/CQdlzqSjuXzyA/gDbwGRwFngcaCX1nq31joS6A28DVwAWgF9rQrUYw0bBseOQevW8MILWT6sY82S+PooXozqhfYLhh2/wpFVzotTCPuQNkc4TlrPT5MmV+5qUL4Ipbs8xrjk7vjoZFJn3Atn91kUoHdw+eRHax2ptW6htQ7TWodrrVtrreelOz9fa11bax2ste6otT5kYbieZ8YMmDoVQkJg8mQz7JWFIiH+tKpSjOOpxdhdbaC5c+7/ZBKfcCvS5giH0fo/PT9pHu5QjXnlhjEvpSk+8RfRU++C2PMWBOkdXD75ERY6fhweecQcf/wxVK+e41O61ikFwJiUnhBaCo6vh+2/ODJKIYRwDwcPQlQUlCoFZcpcc8rXR/FRn6a85DOc7amVUOcPwIx7ITnBomA9myQ/InOpqWaez4ULcPPNMHRorp7Wra5Jfv7ZG01yx5fNnfNfh6Q4BwUqhBBuIotenzQVioXwYq9mDEp8hjO6KBxeDrOHmx4jYVeS/IjMffUVzJsHxYvD+PG26oU5q1AshNqlw4hOSGZF6A1Qqj5EHYVVXzk4YCGEcHGZzPfJqFfjcjRvWJ8HE58mnkDYPBWWjnJSgN5Dkh/xX7t2wbPPmuMxY6B06Tw9Pa33Z/7us3DDW+bOpaMh+ow9oxRCCPeSQ88PgFKKt3s14FzhujyR+KgpHbLwTdg+y0lBegdJfsS1kpJgwACIj4f774c77sjzJdLm/czfcRpdtSPUvAkSL8Oid+wcrBBCuJG0np9skh8wi0dG3d2IeboF7yXfY+6c9TAcW+fgAL2HJD/iWm+9BevWmSrOn36ar0s0KFeEUoUDOREVz/YTl6Dbm6B8YcNEOL3DzgELIYQbOHkSTp+G8HCoXDnHh7etFsGQ9lX5NvlmZvt2g+R4mNYXLh5xeKjeQJIfcdXq1fD222Z+z8SJUKRIvi7j46PoYuv9mbfjNJSoCc0fBJ0K816xZ8RCCOEe0s/3yeUcyqdvqEmdMkV4KmYAews1hZhImNoH4i85MFDvIMmPMGJizHBXSgo8/TR06FCgy3VLG/raedrc0fEFCCwC++bD3vkFjVYIIdxLLiY7ZxTo58unfRvj4xdA73MPEx1WBc7sgJkPQEqygwL1DpL8COPZZ2HvXmjQwAx9FVCbasUJCfBl+4lLnLgYB4Ui4Pqnzcl/XpZfXCGEd8nFZOfM1CwVxovda3OJUPpGjyA1qJj5EDn3RQcE6T0k+REwZw58/TUEBMCUKRAYWOBLBvn7cn2NEkC63p+WD0F4JYjcCRsnF/g1hBDCbeSj5yfN/W0qc33NEmyLK87bhV9G+wbAmjFmA2mRL5L8eLuzZ+HBB83xm29Cw4Z2u3Takvd5O2zJj38QdBtpjhe9LePWQgjvcP48HD4MwcFQq1aen+7jo/jwzoYUDfFn/JHS/FvnNXPi7xdgz1w7B+sdJPnxZlrDww/DqVPQvr2Z62NHnWqXxEfBqgPnuBSfZO6s2wsqtDIT95aNtuvrCSGES0ob8mrUCHx983WJUoWDePcO8+F0yKZqnGs23CwimfkgnNpmp0C9hyQ/3mzKFPj5ZwgLg0mT8v1LmZVihQJoXrkYSSmaf/dEmjuVghveNscrv5Rlm0IIz5fP+T4Z3VS/NH2aVyAxOZX++zqTUq83JEabFWCXT9khUO8hyY+3OnIEhg0zx59+mqu6E/nRrU6GoS+ACi2g/p2QkgAL3nDI6wohhMsowHyfjF7tWZdKxUPYdTqaj4KfgPIt4dIxmNYPEmMLfH1vIcmPN0pNNdWbL12CXr1g4ECHvVRX27yfRbvOkJSSmu7Ea+AbCFt/gmPrHfb6QghhOTv1/AAUCvRjdJ/G+Poovll+nLWtP4fwinBiA8x6yLTvIkeS/HijTz6BxYuhZEmzd1cuC27lR5WIQlQvGcql+GTWHjx/9UR4RWjzqDme+z/ZtVgI4Zmio2H3bvDzg3r17HLJphWL8njn6mgNT8w+zuU7pkFgYdj5OyyU3vTckOTH22zbBi/a6kOMHw8lSjj8Ja+s+tp5+toT7UZASAQcXQU7fnN4HEII4XRbtpgPd/Xr26WMSJphnarTuEI4J6PieWFZIvquCWYboWWjYeMUu72Op5Lkx5skJMC990JiIgwZAj16OOVlu6ab96PT9/AEFYZO/zPH816F5ASnxCOEEE6Ty81M88rP14dP+jQmJMCXP7ec5NfLteCWj8zJ2U/CwaV2fT1PI8mPN3n9ddi8GapWhY8/dtrLNqkQTkRoAMcuxLH79OVrTza9H0rUhouHTdEuIYTwJGnzfeww2TmjyhGFeL2nGUp79dftHK3aF1o/BqnJMONeOLvP7q/pKST58RbLlsH774OPD0yeDKGhTntpHx9Fl9q23p/tGYa+fP3gBtt2Gks+hJhzTotLCCEczkE9P2nual6eG+uV4nJCMiN+3ERK1zegZneIvwhT74LY8zlewxtJ8uMNLl+G++4z484vvABt2zo9hLR5P/MzzvsBqN4VqnWGhChY8p6TIxNCCAdJSDDzLJWya/X89JRSvHtHQ0qGBbL20AW+WXoIeo+D0g3g/AHTAyRTCv5Dkh9v8NRTcPCg6XZ97TVLQriuegRB/j5sPhbF6Uvx155UyvT+KB9YOx4i91gSoxBC2NX27ZCcbLa0cGBve7FCAXx4VyMARs/bw5bIZOg3A0JLw+HlMHu4rKjNQJIfT/fbb2ZVV2CgqegcEGBJGMEBvrTPuNFpeqXqQZMBoFPM5GchhHB3dixumJMONUswsG1lklM1w6dvIja4FNwzHfxDYPNUWDrK4TG4E0l+PNmZM2ZVF8B770HdupaGk2m15/Q6vQQBobBnDhxY4sTIhBDCAexY3DA3Xuhem5qlQjlwNoZ3/toJZZvAHWMBBQvfhO2znBKHO5Dkx1NpbRKfyEjo3BmeeMLqiOhcpyRKwYp954hJSP7vA8JKQbunzPE/L0FqinMDFEIIe3Jizw9AkL8vn/RpQoCvD1NWHWHBztNQpwd0sxU+nPUwHFvnlFhcnSQ/nuq77+D336FIEZgwwazyslhEaCBNKxYlMSX16kanGbV5DAqXh1NbYfM05wYohBD2kpJiSouA05IfgLplC/PMjTUBeG7mFiIvJ0Dbx01ZkeR4mNZXNpRGkh/PdOAADB9ujr/6CipUsDSc9LKs9pzGP9js+wWw4E1IiHZSZEIIYUe7d0NcHFSqBMWKOfWlB7erSpuqxTkXk8gLP29BA9wyCqp0gJhIswt8/CWnxuRqJPnxNCkpZll7dDTcfTf062d1RNdIq/a8cNcZklOy2ICv/p1QtilEn4IVnzsxOiGEsBMnz/dJz8dHMeruRhQO8mPBrjP8sPoI+PrD3RMhoiac2QEzH4CUTKYfeAlJfjzNhx/C8uVQpgx8/bVDNy3Nj+olQ6kaUYiLsUmsP3wh8wf5+MCN75jj5Z/CpRPOC1AIIezByfN9MiobHszbtzcA4K0/d7A/MhqCi8I9MyC4GOybD3NftCQ2VyDJjyfZuBFetS0T//57p3e15lbXujms+gKo1Abq3ArJcWb4Swgh3ImFPT9pejYqy+1NyhGflMrw6ZtISkmFYlWh71TwDTBbCq3+1rL4rCTJj6eIjzebliYlwWOPwY03Wh1RltLP+9HZFd7qNhJ8/M3E5xObnBOcEEIUlNaW9/ykGXlbPcqFB7P1eBSfzLcVkK3UBm770hz//QLsmWtdgBaR5MdTvPQS7NgBNWvCBx9YHU22mlYsSrFCARw+F8u+M9lMaC5WFVo9BGj452WpUCqEcA8HD0JUFJQqZaYgWKhwkD+j+zRGKfhq8X7WHLTt9dXwbujwPOhUmPkgnNpmaZzOJsmPJ1i40OzS7utrqjiHhFgdUbZ8fRSda5cEsln1leb6Z8w49aGlsPsvJ0QnhBAFlH7IywXmXbasUoxHOlRDa3hqxiYuxSeZEx1fNAtMEqPNCrDLp6wN1Ikk+XF3Fy/CwIHm+JVXoEULK6PJta45VXtOE1wUOrxgjv95BZITHRyZEEIUkIsMeaU3vGtNGpQrwvGLcbz+23Zzp1Jm+Kt8S7h0DKb1g8RYawN1Ekl+3N0TT8DRo9CyJfzvf1ZHk2vX14wgwM+HTUcvcuZyfPYPbjEIileH8/th3XfOCVAIIfLLBSY7ZxTg58PoPo0J8vfhl43Hmb3ZtorWP8hMgA6vCCc2wKyHIDWLMiQeRJIfd/bTTzB5MgQHm6/+/lZHlGshAX60qx6B1rBw55nsH+zrD91sK76WvAdxWSyRF0IIV+CCPT9gSo28dIvZ4/GlWVs5GRVnToSWgHt+gsDCsPN3WPiGhVE6hyQ/7urECXj4YXM8apSZ6Oxm0oa+Mt3lPaNa3aFye5P4/PuRgyMTQoh8OnkSTp82WwtVqWJ1NP9xb6uKdK5dkkvxyTz942ZSU20LSUrWNkUQlS8sGw0bp1gbqINJ8uOOtIYHH4Tz5+Gmm64mQW6max0z6Xnp3rPEJuZQaVQpuOEtQJm6FOf2Oz5AIYTIq/S9Pi4w2TkjpRTv925I8UIBrNh/jvHLDl49Wa0z3GL7cDn7STi41JognUCSH3f0zTcwd64pYjh+vEv+guVGycJBNKoQTkJyKsv2ns35CWUbQ+N7IDUJ5r/u6PCEECLvXHC+T0YlwgL54M6GAHw4dzc7TqTb56v5g9BmGKQmw4x74ew+i6J0LEl+3M2ePfD00+b422+hbFlr4ymgG+rmYegLoPPL4B9ixqUPr3BgZEIIkQ8uOt8noy51StG/VUUSU1IZPmMj8UkpV092ewNq3QzxF2HqXRB73rI4HUWSH3eSnAwDBpidgu+9F+680+qICixt3s+CnWdISc1FEcPCZaHtE+Z47v+8YlWCEMKNuEHPT5qXbqlD1YhC7Dkdzft/77p6wscX7hgLpRvA+QOmByg5wbpAHUCSH3fyzjuwZg1UqACfe8Zu5zVLhVKxWAjnYhLZdDSXq7iuewJCS8OJjbBtpmMDFEKI3Dp/Hg4dMitwa9WyOpochQT48Unfxvj5KL5ffoh/90RePRkYCv1mQFgZOLwcZg/3qCr7kvy4i7Vr4Q3b8sOJEyE83NJw7EUpdaX355+cCh6mCSgEXV4xx/Nf95qiXEIIF7dpk/naqJGpuO8GGpYP56luZrXwMz9t5nxMukKyRcpBv2lmqsHmqbB0lEVR2p8kP+4gNtYMc6WkwIgR0KmT1RHZVdpGp/Nzm/wANOpnumQvHYdVXzooMiGEyAM3me+T0cMdqtG8UlHOXE7gf79svXbD6bJNzBAYCha+CdtnWRanPUny4w6ef95MdK5XD95+2+po7K5F5aIUCfZnf2QMByKz2eg0PR9fuMH2s1j2CVzOQ+IkhBCOkJb8uMF8n/R8fRSj+zQmNNCPv7ef4qf1x659QJ0eZhI0wKyH4dg65wdpZ5L8uLq5c+GLL0z15smTISjI6ojszs/X58pGp7le9QVQtQPU7G425VvkeUmhEMLNpE12drOeH4AKxUJ447Z6AIz8fTuHz8Vc+4C2j0PT+yE5Hqb1hYtHLIjSfiT5cWXnzsEDD5jjN95wy1+o3Mr1RqcZ3fAm+PjBxslwersDIhNCiFyIjobdu8HPD+rXtzqafLm9STluaViGmMQUhs/YRHJKutW0SsEto6BKB4iJNLvAx1/K+mIuTpIfV6U1PPqoKZV+3XXw7LNWR+RQHWqVIMDXh/WHL3AuOg9LKiNqQPNBoFNh7ksetRpBCOFGtmwx7U/9+hAYaHU0+aKU4u1e9SldOIiNRy7y5aIMlfR9/eHuSRBRE87sgJkPQEoO1fldlCQ/rmraNPjxRwgNhUmT3GblQH6FBvrRulpxUjUs3JXDRqcZdXgeAovAgUWwb75jAhRCiOy46WTnjMJDAvj47kYAfLZwLxuOZChBEhwO98yAkOKmvZ37ovODtANJflzR0aOm1wfgk0+galVLw3GWbnmt9pymUHHoYOsZm/uS234SEUK4MTcqbpiTttUjGNK+CimpmqdmbCImIUObWqwq9J0KvgGwZozZb9HNSPLjalJTYeBAiIqCnj3NBqZeIm2j03/3nL221HputBwKRSvD2d2wYaL9gxNCiOx4SM9PmmdurEXt0mEcPhfLm3/s+O8DKraG22xlRv5+AfbMdW6ABSTJj6v5/HNYuBBKlICxY91209L8KFMkmAblihCXlMKK/bnY6DQ9v0DoOtIcL3oH4qPsH6AQQmQmIQG2bzftdaNGVkdjF4F+vnzatwkBfj5MX3uUv7ed+u+DGt4NHV4wcy5nPgintjk/0HyS5MeV7NhhavqASXxKlbI2Hgvke9UXQN3boEJriD0LSz+2c2RCCJGF7dshKQlq1jTzND1ErdJhvHBTbQBe/GULZy7F//dBHV+A+neakiNT+8DlTJIkFyTJj6tITDRVnBMSYNAguO02qyOyxNV5P2dIzc1Gp+kpBTe+Y45XfQ0XDts5OiGEyIQHzffJaGDbyrSvEcGF2CSembnl2urPYNrd276E8i3h0jGY1s8tthyS5MdVjBxpfoGqVIHRo62OxjJ1yoRRLjyYyMsJbD52Me8XKN8MGtwFKQmwYKTd4xNCiP/wsPk+6fn4KD66qxHhIf78uyeSiSsO/fdB/kFmD7DwSnBiA8x6yMxfdWGS/LiCFSvgvfdMBj1pEoSFWR2RZZRS+V/1labLa+AXBNt+hqNr7RidEEJkwk23tcitUoWDeO+OBgC8O2cXe05f/u+DCkXAPT9CYGHY+TssfMPJUeaNJD9Wi46GAQNMlvz889CundURWa5A834AwitAa1upgLn/k8KHQgjHSUmBzZvNsQf2/KS5qX4Z7mpWnoTkVIZP30RCciYrckvWhrsngvKFZaNh4xTnB5pLkvxYbcQIOHDArBAYKcM0AK2qFiMsyI89p6P/u79MbrV7CgqVgGNrPGYXYiGEC9q9G+LioFIlKFbM6mgc6rVb61GxWAg7Tl7i43/2ZP6gap3hlo/M8ewn4eBS5wWYBzkmP0opf6VUe6XUMKXUy7av7ZVS/s4I0KP98YdZ1RUQAFOmmK8Cf18fOtYyNX/y3fsTVBg6vWSO578GSZmsUhAuR9ob4XbceDPTvAoN9GN0n8b4KBiz9EDWJUmaPwhthkFqMsy4F87uc26guZBl8qOUilBKfQScAMYB3YDatq/jgRNKqY+UUhFOidTTREaaVV0A777rthvhOUqB5/0ANBkAJeqY3YfXuF8FUm8i7Y1wWx4+3yejZpWKMqxzDbSGp3/cTFRsUuYP7PYG1LoZ4i/C1Lsg9rxT48xJdj0/S4FTQGOtdS2t9W1a63ttX2sCjYDTwL/OCNSjaA1Dh8KZM9CpEwwfbnVELqdDzRL4+SjWHrrAxdjE/F3E1w9ufMsc//sRxOSxcKJwJmlvhHvyop6fNI93rk7jCuGcjIrn5d+2/Xf5O4CPL9wxFko3gPMHTA9Qch42rXaw7JKfRlrrj7TWxzM7qbU+obX+EGjskMg82cSJ8OuvULgwTJgAPjL1KqMiwf60rlqclFTNot153Og0vepdzS3hEix+134BCnuT9ka4H609usZPVvx9fRjdpzEhAb7M3nyC3zadyPyBgaHQbwaElYHDy2H2cJdZgJLlX12tda4+buf2ccLm4EF44glz/MUXULGitfG4sLS9vvI97yfNDW+B8oF130PkbjtEJuxN2hvhlg4dgosXTTX+MmWsjsapqkQU4tUedQF45ddtHLuQRWHDIuWg33TwD4HNU2HpKCdGmbVcdTkopfyUUk8opX5WSi1RSv2bdnN0gB4lJQXuvx8uX4Y77zQVnUWWutrm/SzZHZn5ssrcKlkHmt4POgX+ecVO0QlHkfZGuI30xQ29aB/GNH1aVOCGuqW4nJDMiBmbScmqKn/ZxmYIDAUL33SJFbi5HW8ZDTyEGW9vBvwMlAQWOiguzzRqFCxdCqVLwzffeOUvS16ULxpCnTKFiUlMYeX+cwW7WKf/QUAY7J0L+xfZJ0DhKNLeCPfghUNe6SmleK93Q0qEBbLm0Hm+/Xd/1g+u0wNueNMcz3oYjq1zTpBZyG3ycwfQXWv9KZBs+9oL6OSowDzO5s3w8svm+LvvoHhxa+NxE91sQ18FWvUFEFoS2j9ljv95GVIL0JMkHE3aG+EePHhbi9wqViiAD+9sCMDH/+xh2/GorB/cZpjphU+Oh2l9zUpci+Q2+QkBjtqO45RSIVrrXYD3/ovnRXy8qeKclASPPALdu1sdkdvoVrc0APN3nMl8RUFetH4UilSA09tg0w92iE44iLQ3wj14ec9Pmo61SjKwbWWSUzVPTN9IXGIWHy6VgltGQZUOEBNpdoGPv+TcYG1ym/zsBFrYjtcBryulXgYyXZkhMnjlFdi6FWrUgA8/tDoat1K/XGFKFw7i1KV4th0v4C+Jf7DZ9wtg4VuQEF3wAIUjSHsjXN/Jk3DqFBQpYjak9nIvdK9N9ZKhHIiM4Z2/dmb9QF9/uHsSRNSEMztg5gOQkuy8QG1ym/w8CaRVMhoBNAV6AkMdEZRHWbLEzPXx9YXJk6FQIasjcitKKbrWTVv1dargF6zfG8o1g+jTsPzTgl9POIK0N8L1eflk54yC/H35tG9j/H0Vk1cdZtGubEqUBIebTVBDisO++TD3RafFmSY321vcALQHwgG01nu11l211q201q65aYeriIqC++4zdQ1eeglatbI6Ird0ZaPTnQWo95PGxwdufMccr/gcoo4V/JrCbqS9EW7DC4sb5qRe2SI8c0MtAJ6duZmz0dkUNSxWBfpOBd8AWDMGVju3Cn+2yY9S6nlgFtAXmK2UeswpUXmKJ5+EI0egefOrk51FnrWpVpxCAb7sPHmJo+ezqCWRFxVbQ93bIDkOFrxZ8OsJu5D2RrgVL9vWIrcGt69K66rFOBudyAs/b8l+rmbF1nDbl+b47xdgz1znBEnOPT8PAV201i2BG4FHHR+Sh/jlF1PJOSjIDHf5y76M+RXo50uHWiUAWFDQVV9pur5uPnFsmQ7HN9jnmqKgpL0R7kN6fjLl66MYdXdjwoL8mL/zDNPWHM3+CQ3vhg4vgE6FmQ/CqW1OiTOn5CdCa70KQGu9HCjt+JA8wKlTZu8uMBOca9e2Nh4PcHWjUzsMfQEUqwqtHjLH/7zsMiXXvZy0N8I9nD9vqjsHB0OtWlZH43LKhQfzVi+zWfebf+zgQGQOi0s6vgD174TEaLMC7LId5nfmIDdzfpRSykcp5Xv1W+WTdnN4hO5Ga7Nb+7lzcMMN8Kh8eLWHTrVK4uujWHXgHFFxWewinFftn4HgYmbPmV1/2ueaokCkvRFuYdMm87VhQ/DzszQUV3Vb43L0alyWuKQUhs/YRFJKatYPVsoMf1VoBZeOwbR+kGiHKQ7ZyKkxCQWSMSsvEjGTENO+T/sq0hszBv76C4oWNcUMZdNSuwgPCaBF5aIkp2qW7Im0z0WDw6GjbZXBvFcgWbaNspi0N8I9yHyfXBl5W33KhQez5VgUny3Ym/2D/YPMBOjwSnBiA8z6f3v3Hd502TVw/Hu66aDsvTeIbFEUFBFZ4gIVFBw4cIKDx/W6EPVRfNyCAwURmYKCLEVQURER2ciUvVcL3Tv3+8edQq1dlLS/pD2f68pFfis5aZKbk3veC648EqZzlN//zPWBBllu9XO4rzLt2AGPPWbvf/gh1KzpbDwlzOlRX+e60GlWHYZAxcYQvQv+/NRzj6sKQ8sb5Ru0v0+BRJYJ5M2bWiMCY3/awZ97ovO+IKySHQIfXBa2zIUfRxVZbHkmP8aYvfndiiwyX5OebmdxTkyEW26BAQOcjqjEyez3s3TbMVLTPfSLwD/wzHozP4+GxHy+nKrIaHmjfIbW/BTYRQ0qct9lDXEZeHTGOuKS86nArdIMbvocxB+WvQ1rJxdJXAVd1b2CiPxXRBZmXWFZV1nO4rXXYMUKqFULxoxxOpoSqW7FMJpUDScuOZ2Vuz2YpDTpBfUvheRT8IvOwO00LW+UV0tIgG3bbF+fli2djsYnPNq9CefVKMuBk0mMnLs5/wsadrPLYADMexh2e36Kr4J2SJkKdALmAeOz3dTq1fDii/b+xIm2v48qEmdGfXmw6UsEerwCiJ1sKyqPlYlVcdDyRnmv9evtwJbzzoPgYKej8QlBAX68O7ANwQF+fLXmAAs2HM7/og5D7EKornSYMRhO7PBoTAVNfi4GehljPjTGfJ715tFofFFSEgwebJu9Hn4YrrjC6YhKtKz9fs55odOsqreCNoPsF23x8557XFUYWt4o76VNXoXSqEoEz17VHID/m72RwzFJ+V905Sho2sfWyk+90aPdEgqa/GwAannsWXMgIktFJFlE4t23bVmOXSEiW0UkUUR+EpG6WY6JiIwWkSj37XWRYlxo5amnYOtWaN4cXn212J62tGpdqxyVI4I5eCqJLYfjPPvg3Z6FwFDYOh/2LPPsY6uzoeWN8l7a2bnQBl9Ul65NKxOTlMZ/Zq7H5crnB6yfP/T7BKq1soNSZgyG9DyWzDgLuSY/InJn5g34EfhORP4v6373MU96yBgT7r41dcdRCfgaeA6ogF3leUaWa4YC1wGtgVZAX+xMsUXv3XfhvffsoqWTJ9sJr1SR8vMTuje3C52+smALq/ee9NyDl60Olzxi7897GH55A/av9Nzjq1xpeaN8xq/u/idBQc7G4YNEhNdvaEWFsCB+2xHFqPmbGPvTjrzL8eBwuGUGRFS3c7JNHwS/vHnOZXNeszPdmm37AHBltn0GmHBOEeSvH7DJGDMTQERGAidEpJkxZitwO/CmMeaA+/ibwD3AR0Ua1aJF8Oij9r6fH6R4JhtV+atfKQyA33aeYPWn0Uy5+yLa1/VQP6uLH4KVH0PUDvjxZQgIgdvnQu2Onnl8lRstb5T3++UX+Ns9X82jj9pJDjt1cjYmH1MlIoTR/Vtxz6RVTFy+Fz+xfYLyLMfL1oCbp8P4HrBjsV0J/hzL5lxrfowxlxfg1q1Qz5q7V0XkhIj8JiJd3fvOA9ZniSsB2One/6/j7vvnkQMRGSoiq0Rk1erVq88t0o8+OrMkgssFS5ee2+OpAktKzTh9Py3dxYpdUZ578KAwqNfZvWEgIwX26GLiRU3LG+X1jIGnnz6znZqq5X4hlQ8NJNDftha7TAHL8aAwCI5wbxjISD2nsjmvZq8C1emJiKe6uz+JncSsJjAOu6pzQ+ysrzHZzo0BMv8K2Y/HAOE5tcMbY8YZYzoYYzq0b9/+3KKNcD+9iK3+7Nr13B5PFVjnxpXJfHP9/f24qEFFzz7BRQ/aOSbALraXoRMLFzUtb5TXGz0ali+39/38tNwvBJfL8NHPOxkwbgVpGQYR8BcIDMijHM9Ig1/fhA8vgcQTdp/42YWp63UpdCx5NXttEJEJwGRjzKHsB0WkOraq+g6gRaEjcDPG/JFl83MRuRnoA8QDZbOdXhbI7O2a/XhZIN54dChQDjKn3e7XD0aM0KrPYtS+bnk61q/AH7ujeaBrQ881eWWqcyEM+RZ+GAl7l8PS1yC8CnTwdJcTlYWWN8p7ffqprfURgVGjbD/Prl213D8LJxNSGTFzPT9utYtT33tpA65oXoU/95zkogYVcy7HD6+Hbx6EIxvtdtvBcN71dn+9LufUHSGv5Kcz8BSwXkROAtuwBUAE0AS77s5E4NJCP3veDCDAJmw7OwAiEgY0dO/H/W9rILP3U+ssx4rOgQP23/vu0y+AA9rWKc8fu6PxK6qBNnUuhDsWwrK34IdRMP9RSI6Fzo8UzfMpLW+Ud5ozB+5192kfM0YXqy6E1XtPMmzqGg7FJNslL25sTXf3nG0d6+dQ45OWZGfc/+09MBlQrg5c/R40vNweb9T9nGPKNfkxxpwA/iMi/wdcCJyPLYBOAq8BK40xHmkPEJFy7uf4GbuA4QBsIfcIEA38T0T6AwuA54EN7s6HAJOAx0RkIbYAGwG874m48pSZ/NQq0hG5Khf1KoYCsCcqoeieRAS6jLDrzCz8Dyx5AVJiodtz9pjyGC1vlFf65RcYONDW9D//vCY+Z8kYw6e/7mb0d1tJdxna1inHmFvaUbNcHiOj9/4Ocx+yg04QuOgBuPwZO+rLg/Kq+QHAGJMK/Oq+FZVA4GWgGZABbAWuM8ZsA3AXRGOAycAfwMAs136Mbbt314vxqXtf0TFGkx+H1a1oR3ztjUos+ifreI/taDfnAdv2nBwLvV+37f7Ko7S8UV5j/Xq4+mo7kve++2DkSKcj8imnElP5z8z1LNlim7nu6VKfx3s2Iyggl3IzJQ6WvAh/fmK3KzWFa8cU2UjbfJOf4mCMOQ5ckMfxJdiCKqdjBnjCfSseJ07YL0S5chDu2WxUFUy9SrbmZ29R1vxk1XogBIXDrCH2y5kSC9d+AP5e8RVSZ8HnyhtV/Hbtgp49ITYWbrjBNndpbW+Brdl3kmFT13LwVBJlQwJ486Y2p5cmytHfi2HeIxB7APwCoPNjcOl/IKDolg/RkrswtNbHcVUjQggO8ONEfCpxyWlEhAQW/ZM27wuDZsK0W2DDDEiJhxsmQGBI0T+3Uqp4HD0KPXrYf7t1sxPY+vs7HZVPMMYwftluXvvWNnO1rl2OMTe3pXaF0JwvSIyG756GDdPtdvU2cO1YqFb0C8ZqvX1hZCY/tWs7G0cp5ucn1CvOpq9MDbrCbXMgJBK2LYCpN9kkSCnl+2JioFcv2LnTrt01e7YuXlpAMYlpDP1iNS8v2EK6y3BX5/rMvLdTzomPMbBpNoztaBOfgBC7jtfdPxRL4gOa/BTO/v32X635cVTd4uj0nJPaHe1IsLAqsPtn+OI6SPLgMhtKqeKXnAzXXQfr1kGjRvDtt1A2+6wHKifr9p+iz3u/snjzUSJCAvj41vY817dFzv17Yg/bNbpm3gEJx6FuZ7h/OVzycLF2I8j1mURkVEEewBhT+pbA1mYvr1CvkgM1P5mqtYQ7v4NJ18KBP2FiXxj8NUTk0a6tcqXljXJURgYMGmRnbK5eHb7/HqpUcToqr2eMYcJve3jt2y2kZRha14pkzC3tcq/tWfsFLHoWUmIgKAJ6jIJ2dzgyeCSvNEvbdHKjzV5eIbPmZ/eJYq75yVSx4ZkE6Ohf8FkvuO0bOyeFOlv6ZVLOMMYOYf/6a4iMhO++g/r1nY7K68UkpvH4rPV8v/koAEMuqcfTvZvnXNsTvRvmDYfdv9jtxj2h79sQWbMYI/6nvOb5GVKcgfgUbfbyCmf6/DiU/ABE1oIh38Hk6+0spBN62z5BlRo7F5MP0vJGOeb552HcOAgJgXnz7GKlKk/r95/iwalrOHAyiYiQAP53Qyt6taz+7xNdGfDHx/DjS5CWCKEV7TQhLfs7PnquwA1sItIcuAGoaox5SESaAsHGmA1FFp230mYvr5DZ7LXHiWavrMIrw+3zbefn/X/AhF5w62yoroVoYWl5o4rF++/Dyy/b0VxffgldCr9WVGlgjOHz5Xt4ZaFt5jq/ZiRjb2lHnYo5NHMd2wLfPAQHV9ntljdA79EQVql4g85FgRraRORG4BfsIoC3uXdHAG8VUVzeSyc49BrVy4YQFODH8bgUElLSnQ2mTDmb8DTsZhffm9gX9q1wNiYfpeWNKhbTpsHw4fb+J5/YCQ1VrmKT03hgyhpGzttMWobh9k51mXV/p38nPumpsHQ0fNTFJj4RNeDm6XDDeK9JfKDgo71GAVcaY+7DzogKsB67rk3pEhVlRwVERp5Z2V05ws9PqFMhc7JDh2t/AILC7Je8+dW2Q98X18OOH5yOyhdpeaOK1qJFcJs7rx49GoZoq2teNh6Ioe97y/j2ryNEBAfwwaB2vHhtS4IDss1/dHA1jLsMlv4XXGnQfgg8uAKa9nYm8DwUNPmpgi18wK5nk/lv6VvJWGt9vEqxrPF1NgKC4YaJ0GaQbeOeNhA2z3U6Kl+j5Y0qOitXQv/+kJ4OI0bA4487HZHXMsYw6fc99P9wOfuiE2lZsyzzh3emz/nZ+vekJsKiZ+DT7nBsM5Svb7sCXP2OnRPNCxU0+VkN3Jpt30DOrGxceuhIL6+SucaX1yQ/YOequGYMXHgfZKTCzNth3VSno/IlWt6oorF1K/TpAwkJcOut8Prrjne89VaxyWk8NHUtz3+zidQMF7d1qsus+y4+XeaetvsX+PBi+H2M3b54mJ23p753958qaIfn4cD3InIXECYii4AmQI8ii8xb6Ugvr3J6rp8TXtDslZWfH/R6zf7q+Xk0zLnfLoh60X1OR+YLtLxRnnfggF22IirKJkDjx+vixLn462AMD05dw96oRMKDA3it//n0bVXjnyclx8Di52H1RLtd5Ty49n2o2b7Y4y2MAiU/xpitItIM6AvMB/YD840xpW9ef2328ipe1+yVlQhc/n8QXBa+fwa+e9IuiHrp4/prMw9a3iiPi462C5Xu3w8XXwwzZ0JgMawH6GOMMUz+Yx8vzdtMaoaLFtXLMnZQO+pXylbbs+1bmP8oxB0Gv0C47Am45BEICHIk7sIoUPIjItdhC58vizYcH6DNXl7FkfW9ztbFD0FwBMx7GH56xf5i6vGyJkC50PJGeVRCAvTtC5s3w3nn2bl8QnNZaLMUi0tO4+mvNzJ/w2EABl9Uh2evakFIYJZOzQkn4Nsn4a9ZdrtmB7h2DFRp7kDE56agdX4jgWMi8qmIdC2yaHyBNnt5leqRIQT6C0dik0lKzcj/Aqe0v92uAO8XYNvG5w23E4CpnIxEyxvlCWlpcOON8PvvUKeOHeVVoYLTUXmdTYdiuPr9ZczfcJiwIH/eu7ktL193/pnExxjYMBPGXGATn8BQ6Pkq3PW9TyY+UMDkxxjTBugMHAE+FZEDIvKmiPhG454nabOXVwnw9zu9jszeaC9s+sqqZT8YOM2uYLxmEnx1l50TQ/2DljfKI1wuuPNOu0BppUp2va6azi2n4I2MMUz5Yy/Xf7CcPVGJNK9elnnDOnNN6yz9e2IOwNQB8PXdkBQN9S+zHZo7PQB+/rk/uJcrcG8vY8xmY8yzxphG2JlXz6e0jb7IOsGhNnt5jcymrz3e1uk5J0162AVQgyJg02yYfosdJqr+QcsbdU6Mgf/8ByZPhrAwWLgQmjZ1OiqvEp+SzsPT1/HM7L9ITXdxc8c6zH7gYhpUDrcnuFzw53gYexH8vQiCI+0o1tu+gQq+v/bZWa0fLyK1sUNObwHqAp8VRVBeKzoakpKgbFmd4NCLZC5w6ugaX2ej3iVwxzz4oh/sWAxTbrCTI4aUdToyr1LqyxtVeK+/Dm+/bTs1z54NF1zgdEReZcvhWB6csoZdJxIIDfLn1X7nc22bLLViUTth7nDYu8xuN+sLfd6Asjms3+WjCrq8xQMisgzYDHQAXgSqGWPuLsrgvI42eXmlet44109+arSFId9CRHXY+xt8fjUkRDkdlVfQ8kadk/Hj4amn7ICCL76AK690OiKvYYxh2sp9XDf2N3adSKBZtQjmDet8JvHJSIff3rXz9uxdBmGV4caJMGByiUp8oOA1P1cDHwOzS/VwU23y8kqZNT8+0eyVVZVmcOd3MOlaOLwOPnOvCF+2Rn5XlnRa3qjC+eYbGDrU3n/vPRgwwNl4vEhCSjrPzN7InHWHABh4QW1GXnPemU7NRzbahUgPr7PbrW+Gnv+F0JLZQbyg8/z0BhARPxGpbow5XLRheSkd6eWVMueg8Jlmr6zK14M7F8Gk6+D4FrsifAlpUy8sLW9UofzyCwwcaPuqPP88PPSQ0xF5ja1HYnlgyhp2HbfNXK9c35Lr27r/H0tPgV/+B8veBlc6RNaGvu9A4+6OxlzUCtrsVU5EpgLJwA73vmtE5OWiDM7raLOXV6pZrgwBfsKhmGSS03xw+HhENRiyEGq0g1N7bQJ0dLPTUTlGyxt11tavh2uusYtO33svjBzpdERewRjDjD/3ce2Y39h1PIGmVSOY+1DnM4nP/pV29fVf/mcTn45D4YHfS3ziAwUf7fUREIPtdJg5Nvd3oHTVKWqzl1cK8PejVvkyAOyP9rGmr0yhFeD2uVCvC8QfgYl97ArJpZOWN6rgdu2CXr0gJsYuWDp2rE4gim3mGvHlep78aiMp6S4GdKjNnAcvoVGVcEiJh2+fgvE94MQ2qNgYhnwHff5nJ2QtBQra5+cKoIYxJk1EDIAx5riIVCm60LyQNnt5rboVw9gTlcjuEwk0ruqjX97gCBg0E2beAdu/g8+vsaPAvHyBwCKg5Y0qmKNH7bIVR45At24wZQr4++7cM56y7UgcD0xZzc7jCZQJ9Ofl61rSv737/62dP9rZ5k/tA/GHSx6Gy56EwBBngy5mBa35iQEqZd0hInWA0tUWr81eXqve6eHuPlrzkymwjB1Z0fIGSI2Hyf1h23dOR1XctLxR+YuNhd69YccOaNfODmkPDnY6Ksd9uWo/145dxs7jCTSuEs7chy6xiU/SSZjzIHxxvU18qp0PQ3+C7i+UusQHCp78fAp8JSKXA34i0gn4HDsio3TQCQ69Wubq7j413D03/oHQbxy0HwIZKTBjEGyc5XRUxUnLG5W35GS47jpYuxYaNbKTGJYt3fNkJabaZq4nZm0gOc3FDe1r8c1Dl9ia8M1zYeyFsG4y+AfDFc/DPT9B9dZOh+2YgjZ7jcZ2PhwLBAITgI+NMe8UUVze5+RJSEy0kxuW8i+ZN/KJBU7Php8/9H3bTnz427vw1d2QEgcdhjgdWXHQ8kblLiMDBg+Gn36CatXsshVVqzodlaP+PhrHA1PW8PexeEIC/Xjp2pbc2KE2xB2F2f+BLXPtibUvgmveh8pNnA3YCxR0qLsB3nHfABARfxEZZYx5vmhC8zLa5OXVMuf62X2iBNT8ZBKBK0dBSCT8MArmPwIpsbaNvgTT8kblyhh48EH46iuIjLQLldYvvdNCAHy1+gDPzvmLpLQMGlUJ54NB7WhSJRzWTYXvnobkUxAUDt1HQoe7wK/Aq1qVaOfyVwgAnvFUIF5Pm7y8Wq3yofgJHIpJIiXdB4e756XLCDu1PMDi520iZIyzMRW/0lXeqJy98AJ8/DGEhMC8edCqldMROSYpNYPHZ65nxMz1JKVl0K9dTeY+dAlNgqJhcj+Yc79NfBp1t8PXO96jiU8WZ7W2Vw5Kz3hCHenl1YIC/KhZvgz7o5PYH51kh3OWJB3vgeCytkD79U1IjoXer5e2wqz0lDfq395/H156yY7mmjEDupS6UZCn7Thmm7m2H7XNXKOubcmN7Wogf34KS16EtAQoUx56vQatBujQ/xyca/JTen5+arOX16tXMYz90UnsjUooeckPQOsBEBQGs4bAn5/YPkDXjgX/c/0a+4zSU96of5o+HR52N/d+8omd0LCU+nrNAZ6ZbZu5GlYO44NB7Wnqfxg+6wP7V9iTzrve/jgK19khcpNnqSki3fI4HOThWLybNnt5vXoVw/j17xPsKSmdnnPSvK+dC2jaLbBhuh0O3398iRiqquWNytH338Ntt9mm3tdegyGlotP/vySnZfDCN5uYscq2QlzXpgavXNOMsFVj4efRkJEK4VXhqrdsOaHylN9PxvH5HN/nqUC8njZ7eb0zC5yWoE7POWnQ1S6AOuUG2Dofpt4EA6dCsM/Xdml5o/5p5Uro1w/S0uCxx+CJJ5yOyBE7jsXz0NQ1bD0SR3CAH6OuPY+bakYhn18JRzfak9reCj1ess1dKl95Jj/GmNLdjT4rbfbyepnD3UvEXD/5qd0R7lhoJyzb/TN8cZ2tEfLhgk/LG/UPW7dCnz6QkAC33gr/+1+p7LvyzbqDPP31RhJTM2hQKYwPBjSn2dYPYOH7YDKgXF24+l1oeLnTofqUUtVbstB0gkOfUK9SCZvrJz/VWsKd39lVmA/8CRP7Qvwxp6NS6twdOGCXrYiKsgnQ+PGlrXM/yWkZPP31Bh6evo7E1AyuaV2D+df502xOH/jtHTAuuOgBO5JLE5+zVro+TYV16pT99REerhMcerHaFcogAgdOJpKa7nI6nOJRsaFNgCo2hqN/2RXhT2nrkPJh0dE28dm3Dzp1gi+/hMBAp6MqVruOx3Pd2N+YtnI/QQF+vN63Pu9GTCZ0cl+I2gGVm8Fdi6HXq3YQhDprmvwURNYmr1JY7eorggP8qRFZBpexCVCpEVkLhnxr1+qJ3gkTesOJv52OSqmzl5gIffvC5s3QogXMnw9hpes/97nrD3H1+8vYeiSO+pXCWNI3lZtW3ois+hT8AuwipPf+ArUvcDpUn6bJT0Fok5fPqFephCxwerbCK8Pt8+309bEHbA3Q4Q1OR6VUwaWlwY03wu+/27J20SKoUMHpqIpNcloGz8zeyPBpa0lIzWDAeaF8X3cydb67zX6na7SFoT/D5f8HAbqA67nS5KcgdKSXz6hbmjo9Z1emHNz6NTTsBoknbB+gfX84HZVS+XO54M477QKlFSva4e2lqLzdfSKB6z9YzpQ/9hEUIEy68CCvHb6bwE0zISAEerwMdy2x/fyUR2jyUxA60stn1C9pC5yeraAwuHk6NL8GUmLsKLCdPzodlVK5MwYefxwmT7ZNXAsXQrNmTkdVbOa5m7m2HI6lfflkVjX8jEvXP44knoC6neH+5XDxsNI0mWmx0OSnILTZy2ecnuunNNb8ZAoIhhs+gzaDIC0Rpg6AzXOdjkqpnP3vf/DWW7ZT8+zZ0LGj0xEVi+S0DJ6ds5Fh09YSn5LGK3XWMMv1CGX3fm+Xsun7Dtw+zw5qUB6nqWRBaLOXz8gc7l7iJzrMj38AXDMGgiPgj49g5u12KYw2tzgdmVJnTJgATz5pB5JMmgRXXul0RMVib1QCD0xZw6ZDsTT0P87kqlOofmylPdikl52lObKms0GWcJr8FIQ2e/mMOhVszc+Bk0mkZbgI9C/FlZt+fnZhw5BIO/39nPvtemAX3ut0ZErB3Llwzz32/rvvwsCBzsZTTBZsOMxTX20gISWVERE/8qBrKn7RyRBa0a7H1bK/jiouBpr85MeYMzU/2uzl9UIC/akeGcLhmGQOnUo63QG61BKxo0OCy8L3z8C3T9gV4S/9jxawyjm//goDBtiOzs89B8OGOR1RkUtJz+CVBVuY9Ptemsh+Po78jPopW+3B82+EXqMhrKKzQZYimvzkJybGTnAYFgaRkU5HowqgXsUwDscksycqUZOfTBc/BCFlYe5w+OllSD5lR5BoAqSK24YNcPXVkJwMQ4fCiy86HVGR2xuVwENT17L1YBSPBc7lwYA5+KekQ0QN6Ps2NO3ldIiljiY/+dEJDn1OvUqh/L4rir1RCUBlp8PxHu1ug6Bw+Hoo/D4GUmJtp0o/f6cjU6XF7t129uaYGLtg6QcflPhy9duNh3li1gYapG7luzKf0tDsAwN0uBO6v2h/lKhip8lPfnSkl8/JrO3ZXdo7PeekZT/bCXrGYFgzCVLi4fqPISDI6chUSXfsGPToAUeOwOWXw5Qp4F9yE++U9AxeXbiV6cu3MSJgJncFf4efcUGFBnDN+1Cvs9Mhlmqa/ORHR3r5nHoVS+kszwXV+EoY/LUdAr/pa0iNhxs/h6BQpyNTJVVsLPTuDTt2QNu2MGcOhIQ4HVWR2R+dyENT1xB6aDnfB39CHTmGET/oNBy6Pq3fNS9QiofCFJCO9PI5pXqW54KqdwncMQ/KVIC/v4cpN9iO0Ep5WnIyXHcdrFkDDRvCt9+W6AWiv/vrCDe9t4gBR95gWtAr1JFjUOU85O4foMdLmvh4CU1+8qPNXj4nc6LD/dGJZLiMw9F4sRpt7YKoEdVh72/w+dWQEOV0VKokyciAwYPhp5+gWjW7bEXVqk5HVSRS012MmreZWVPHMds8yi0BP2H8g+DyZ2HoUqjZzukQVRaa/ORHm718TmhQAFXLBpOWYTh0KsnpcLxblWZw53dQvj4cXgcT+0DsIaejUiWBMfDgg/DVV3ak7KJF0KCB01EVif3Ridz94be0Xfkonwa9STU5ial1AXLvr3DZ49qnzgtp8pMfbfbySdr0dRbK17MJUOXmcHyrXRE+erfTUSlfN3IkfPwxBAfbCQ1btXI6oiLx/V+HGfvef3nnxFCu9l9BRkAZ6DUauXOR/XGhvJImP/nRZi+fVO/0Gl/a6blAIqrBkIVQsz2c2msToGNbnI5K+aoxY2DUKDvL+IwZcOmlTkfkcanpLt77+icCZgzkNd6ngsSTVvcy/B9cARfdp1NIeDlNfvISEwNxcRAaCuXKOR2NOguZNT97dbh7wYVWgNu+gXpdIP4IfNYbDq52Oirla2bMgOHD7f1PPoFrr3U2niJwIDqeCe88y5D1N9PNfx0pARGYa8YQeMc3tiZVeT1NfvKiExz6rPqZC5xqzc/ZCY6AQTOhSW9IOgmfXwO7f3U6KuUrFi+GW2+1/X1efRXuvNPpiDxu+R8rOPJed+6LH0uEJHGqbk+CH16FtLtV/5/wIZr85EWbvHxW3dPNXlrzc9YCy8CAL6DlDXYOoCk3wPZFTkelvN2ff8L110NaGjz6qF2tvQRJS0vlx/H/R7uFfenAFmL8ypNw7QTKDfnSNhsrn6LJT150pJfPymz22helw90LxT8Q+o2zU/CnJ8P0W2DjLKejUt5q2zbo08eugzh4MLzxRomqBTn29yr2je5Et/1jCZE0tlW7mogRawhr29/p0FQh6QzPedGRXj4rPDiASuHBnIhP4UhsMjXLlXE6JN/j5w9XvWWbwn57F766G1LioMMQpyNT3uTgQbtsxYkTdhbnCRNsR+eSIC2ZPbNHUnPzOKqQwWEqEd/jDZpefL3TkalzVEI+oUVEm718Wv1K7mUutNNz4YnAlaPgihcAA/MfsYmQUgDR0Xah0n374KKLYOZMCAx0OiqPSN/zOyfe7Ei9zR/ib1wsibiWkIf/pLEmPiWCJj950WYvn3Z6gVPt93PuujwGfd6w9xc/Dz+8ZDu1qtIrMRGuvho2bYIWLWDBAggLczqqc5cST/ycx/Cb2JtKyXvZaWowt914uj36OeXLV3A6OuUh2uyVF2328mm6wKmHdbwHgsvCnPvh1zcgJRZ6jS45TRyq4NLS4KabYPlyWzO+aBFUKAGJwY4fSJo9jPCEg6QbPyb59+P8W17hukbVnY5MeZjXlFoiUk9EForISRE5IiJjRCTAvd+ISHyW23NZrhMRGS0iUe7b6yIe6mmnzV4+7fQsz9rs5TmtB9iRYP5BsHKcTYQy0p2O6qx5ZXnjK1wuuOsuW9NTsaJdr8vXfyAmRuOafT9M7keZhIP85arHi9XHcs2Ij2iviU+J5E01Px8Ax4DqQDlgMfAAMNd9vJwxJqdSdihwHdAaMO7rdgEfnVM0sbH2FhAAW7fCxRef08Op4lfPnfys2XeS1XtP0r5ueYcjKiGaXWXnApp2C2yYDjH7oUFXe6vd0enoCsq7yhtfMngwTJsGISGwcCE08+ElHPavhJXjSN36PUFpMaSYQN7JuIGy3R7hxa5N8fMrXXltaeI1NT9AfeBLY0yyMeYI8B1wXgGuux140xhzwBhzEHgTuOOco1mwwP6bng7du8Pvv5/zQ6ridSQmGYAT8akM+nQFq/eedDiiEqRBVzsbdEAZuyL8T/+1EyLuX+l0ZAXlXeWNL0hKgn79bOIDts9XRoazMRVWYjR893+Y8T1g40yC0mLY5KpL79RXqXnV09zfrZkmPiWcNyU/7wIDRSRURGoCvbEFUqa9InJARD4TkUpZ9p8HrM+yvZ5cCjERGSoiq0Rk1erV+Uzbv2rVmfupqbB06Vm8FOUN3l6y7fT9tHQXK3ZFORhNCWMM7P4Z0pMyd0BGKuzxmdmgvau88XabNkHHjjB79pl96em+VS5mpMP27+HL2zBvNoUVYxFsp/0MIyzIuJC91CAmOc3hQFVx8Kbk52dsIRILHABWAXOAE8AFQF2gPRABTMlyXTgQk2U7BgjPqR3eGDPOGNPBGNOhffv2eUfTu/eZ+0FB0LXrWb4c5aSv1xxg8+E4APwEAgP8uKhBRYejKiHSU2DOA/DjS3bbLxDE3/YDqtfF2dgKzrvKG29lDIwbBxdcAH/9Zfv2BAeDv7/vlIsn/obFL8A7LWHqjbD5G0xGGmszGpJqAkjHj1QCWWlaaDlRinhFnx8R8QMWAR8DF2MLmAnAaGPME9iCCeCoiDwEHBaRssaYWCAeKJvl4coC8cac4zjc7t2hTBlb1fvNN9Cp0zk9nCo+e04k8NycvwC4/7IGhIcEclGDitrnxxMSomDGYNi3HAJDof+nEFbZ1vjU6+ITfX68srzxRidPwtChMMs9s/ftt9vV2jdutDU+Xbt6b7mYHAubvoa1U+DAmabYw/41+CK5M19ndMG/XC1ebp/IZcHb2FumNZfH1+NpLSdKDa9IfoAKQG1gjDEmBUgRkc+Al4Ensp2bWchk/tLahO18mPkJb+3ed+5q1YK///b9kQylSGq6i4enryUhNYM+51fjiV7NKG2DcYrM8e0w9SY4uRsiasAt06F6a3vMB5KeLLyzvPEmv/0Gt9xiJy+MiIAPP4RBg+yxTp28M+lxuWwSvm4KbJ57uknWFRjGijKX8tbxC1hlmhJZJoiHLm/ErZ3qEhLoD/SlGeDD3bZVIXhF8mOMOSEiu4H7ReQN7C+x24H1InIhcAr4GygPvAcsNcZkVj1PAh4TkYXYgmoE8L5HAqtRwyY/hw5B8+YeeUhVtN5avJ31B2KoWa4Mr17fShMfT9m1FL68DZJjoHobuHk6lPXNIcBeW954g4wM+O9/YeRIm0xccIHt4NywodOR5e7kHlg3DdZPhVP7Tu9OrX0J8+VyXtjRkLi4YIIC/Lj3kno8cFkjIkNLxizUqvC8Ivlx6we8AzwJZAA/AY8CVwD/Bapg2+cXAzdnue5joAGw0b39qXvfuavuLtwPH/bIw6mi9duOE3z8y078BN4Z2EYLOE9ZPREWjABXOjTraxc8DfL5mXy9r7xx2oEDdhj7zz/b7SeegJdesn17vE1qImyZC2sn/7OTfWRt0s4fyJTkS/jfyhQSUjMQgRva1+KxK5tQQ9f4U25ek/wYY9YBXXM4NM19y+06g62qzl5dfe5q1LD/Hjrk8YdWnhWdkMqjM9ZhDAy/ojEX1CsBs806zZVhl7L4fYzdvuQRu8ZXCZjR2SvLGyd98w3ceaddq6tqVZg0yS5W6k2Mgf1/2Gatv2ZDqh3QQEAINL+GjNa3MP1EPd75YSfH4+ys7pc3rcyTvZvRrFrZPB5YlUZek/x4Ja358QnGGJ6YtZ5jcSl0qFueYd0aOR2S70uJh6/vgW0LwS8Arn4X2g52OirlacnJ8PjjtiMzQK9e8PnnUKWKs3FlFXsI1k+DdVMhaseZ/bUugDaDMOddz6Kdybz+zVZ2Hd8MQOtakTzVuzmdGurILZUzTX7yojU/PuGLFXtZsuUYESEBvDOwDQH+vl8z4aiYgzBtABzZCCHlYMBkqO8zQ9hVQW3eDAMH2tFbgYHw2mvwyCPeUbOXlmwT73VTYOePYFx2f3hVaD0Q2gyCyk1ZtSeaVyduPj2Bab2KoTzesxl9zq+m/f1UnjT5yYvW/Hi9rUdieXnBFgBe7Xc+tcqHOhyRjzu4BqbdDPFHoEJDu4xFRS/u7KrOnjHw6afw8MN2Ko9GjWD6dHB6LiJj4PA6Ozx940xIPmX3+wXavmZtB0PDK8A/gB3H4njt81Us2XIUgIphQTzcvTEDL6hDUIAXJG/K62nykxet+fFqyWkZDJ+2ltR0Fzd1qEXfVjWcDsm3bZ4LXw+1Q4TrdYGbJkGo9p0qUU6dsnP3zJxpt2+/Hd5/3w5nd0r8cdj4pU16jmWZNaBaK5vwnH/j6c/h0dhk3l68mS9X7cdlIDTIn7u7NGDopQ0ID9b/zlTB6aclL1lrfowBrUb1Ki8v2Mz2o/E0qBTGyGsKsiyTypExsOxt+OFFu912MFz1NgR44SgfVXjLl9u5e/buhfBw+OijM3P3FLeMNPj7e5vw/L3IjiQEKFMBWg2AtoOg2vmnT49NTuPjn3cyftluktNc+PsJgzrW5uHujakSEeLMa1A+TZOfvEREQFgYJCTYFd4jI52OSLl9v+kIk1fsI9BfeO/mtoQG6Ue5UNJTYf6jsG4yINB9JFzysCb6JUlGhu3P88IL9n6HDnbunkYODAw4utn249kwAxKO233iD0162X48TXr9I+lOSc9g8op9jPnxb04m2jW3eresxn96NqVh5fDij1+VGPo/Rl5EbO3Pjh229keTH69wJCaZJ77aAMCTvZrRsqa+L4WSGG2Xqtj7m12qot84aH6101EpTzp40M7dk7kA6eOPw8svF+/cPUknYeMsm/QcWntmf6Wmtoan1QCIqPaPS1wuw7wNh3jj+23sj7YzNXesV4Gn+jSjXR1dfkKdO01+8lOjhk1+Dh2CZjoButMyXIZHZ6zjVGIalzapzJ2X1Hc6JN90Yodd5DF6F0RUtzM212jjdFTKk+bOhSFDnJm7x5UBu36yzVpbF0BGit0fHAkt+9mm1Zrtc6xhXPb3CV77bgt/HYwFoHGVcJ7s1YwrmlfREVzKYzT5yU9mvx/t9OwVPvp5J7/viqJSeBBv3NgKPz8tDM/a7l9gxq12NE21VnDLDCirncVLjOxz9/TsaefuqVq16J87aqet4Vk/HWIPuncKNLjcNms17wuBOc+yvOlQDK99u5Vf/z4BQNWywTx2ZRP6t6ul01coj9PkJz+ZI750uLvj1u47yVuLtwPwvxtba0fHwlgzyfbxcaVD06tsU1ew9p0oMbZssXP3bNhg5+559VV49NGinbsnJQ42zbFJz77fz+wvX98mPK0HQrnauV6+PzqRN7/fxpx19gdmRHAA91/ekCEX16dMkH/Rxa1KNU1+8qM1P14hLjmN4dPXkuEy3HlJfS5v6kUz0PoClwuWvADL37PbFw+3nZv99D+XEsEYmDABhg+HxETbmXnaNNu5uSi4XLav2LqpsHkOpNnlJAgMg/Ous0lP3Yvz7Dh/MiGVMT/t4Ivf95Ka4SLI349bO9XlocsbUT5MRxqqoqXJT3605scrPDfnL/ZHJ9Gielme7N3U6XB8S2qCnb9n63y7VMVVb0H7252OSnnKqVNw773w5Zd2+9ZbYezYopm759Q+u4L6uilwau+Z/XUutp2XW1yXb01icloGE37bzYdLdxKXbIe4X9emBiN6NKV2BZ2kVBUPTX7yozU/jpu99gBz1h2iTKA/793cluAAra0osNhDMHUAHNkAIZFw0xfQ4DKno1Ke8vvvcPPNZ+bu+eADm/x4UmqiTZzXTrb9xTB2f9ma0PpmaHNLgWYBz3AZZq3ez9uL/+ZIbDIAXRpX0hGbyhGa/ORHa34ctTcqgWdn/wXAC1e3oFEV7Z9SYIfWwbSBEHfY9r8YNBMqNXY6KuUJGRkwejQ8/3zRzN1jDBxYZed/+utrSLEjr/APtp2W2wyCBl0L1GxqjOGHLccY/d1W/j4WD8B5NcrydO/mdG5cyTPxKnWWNPnJT9aaH53luVilZbgYPn0dCakZ9Dm/GgMuyL3TpMpmy3y7KntaItS9xC5OqktVlAwHD9ranZ9+stv/+Q+88opn5u6JO2JHaq2bAie2n9lfs71NeFr2gzIFn2dnzb6TvLZwKyv3RANQq3wZHu/ZlKtb1dCRmspRmvzkp2xZCA21nQjj4uy2KhZvLd7O+v2nqBEZwqvXt9I5PgrCGNupefELgLH/YfV9R5eqKCnmz4c77oCoKKhSxc7d07PnuT1megps+9Z2Xt6xBEyG3R9WBVoPsJ+hKs3P6iF3HY/nf4u28e1fRwAoHxrIQ90aM/iiOtpsrbyCJj/5yZzleedOW/ujyU+xWL7jBB/9vBM/gXcGtiUyNNDpkLxfeioseAzWfmG3r3gBOj+qtZUlQXIyPPkkvOcerdejh527p1q1vK/Ly+H1Z1ZQT7I1M/gFQFP3CuqNuoP/2X3vjsUl8+6Sv5n+534yXIaQQD/u6lyfey9rSNkQ/Q4r76HJT0HUqGGTn8OHdZbnYhCdkMojM9ZhDAy7ojEd62tzTb4So+HL22DPrxBQBvp9DC2udToq5Qlbt9q5e9avh4AAO3fPY48Vbu6ehKgzK6gf3Xhmf9WWtoan1U0Qdvb9cOJT0hn3yy4+/XUXiakZ+AkMvKA2j3RvQrVInY9LeR9Nfgois9OzjvgqcsYYnpi1nmNxKXSoW57h3RxYfNHXRO2EqTdB1A4Ir2qXqqjZzumo1LkyBj77DIYNs83uDRvaTs0XXHB2j5ORbpuz1k2Gbd+Byy4QSpnycP6NNump3rpQNYRpGS6mrdzHez/8zYn4VAC6N6/Kk72a0rhqEQy1V8pDNPkpiMxOzzriq8hNXrGXJVuOERESwDsD2+i09vnZs8wuTpp0EqqeD7dMh8haTkelzlVMjJ27Z8YMuz14sB3GfjZz9xzfZoenb5gB8UftPvGDRlfaOXma9oGA4EKFZ4xhwcbDvLFoG3ui7ASH7eqU4+k+zbmgntbUKu9XbP+ziMhDIrJKRFJEZGK2Y1eIyFYRSRSRn0SkbpZjIiKjRSTKfXtdsvR8FZF67msS3Y/R3ePBa81Psdh2JI6XF2wB4NV+51OrvE54lqe1k2HSdTbxadIL7vxOEx83ny5vVqyANm1s4hMebjs1f/FFwRKfpFOwagJ8cgWM7Wg7v8cfhYqN7Yzej26CwbPgvOsLnfj8vjOK68b+xkNT17InKpEGlcP4aHB7vrr/Yk18lM8ozpqfQ8DLQE/g9Mp2IlIJ+Bq4G5gHvATMAC5ynzIUuA5ojZ1dazGwC/jIfXwa8DvQx32bJSKNjTHHPRZ5Zs3PkiV2UrFOnTz20Mr6fecJhk1bS0q6i5s61KJvK11oM1d7V8CPL8Le5Xa700Nw5ShdquKffK+8+e03GDXKljMuF7Rvb5u5GuczN9PeFbaTe+xBu7ZWup1AkKCIMyuo17rgnDq+r957knnrD7HhwCnW7DsFQOWIYB7p3pgBHWprDa3yOcWW/BhjvgYQkQ5A1p+n/YBNxpiZ7uMjgRMi0swYsxW4HXjTGHPAffxN4B7gIxFpArQDehhjkoCvROQRoD9nCqtzd/Kk/XfjRrjiCvjhB02APGj13pMMHr+SDJdBgGvb1HQ6JO+16xf44lowLrt9ycM28VH/4HPlzYIFcM01NukBO2vzxIn5z93z61vwwyhOz7oMUP9SaDMYml8NQedee7pydxQ3j/uDDGOfIyTAjwcub8TdXeoTGqQ9J5Rv8oZ0/TxgfeaGMSYB2One/6/j7vtZj+0yxsTlcvwfRGSouyp81erVqwse4a5dZ+6npsLSpQW/VuVr2d/HyXDZglUE1u0/5WxA3mzvsjOJj/jZJSvU2fDO8uaPP84kPn5+cP75BZu08ORuziQ+YhesvX2enZ/HA4kPwJ97Tp5OfAS4q0t9hl/RWBMf5dO8IfkJB2Ky7YsBInI5HgOEu9vh87v2H4wx44wxHYwxHdq3b1/wCK+/HkJCwN/fFkhduxb8WpWvzo0rExLgh59AUIAfFzWo6HRI3qtRdwgIAfG3Sw3U6+J0RL7GO8ub3r0hONiWMcHBBS9jWg8C/yD7eQgIsbU9HnZRg4oEu7+fwYF+dGtW1ePPoVRx84bUPR7IPnNgWSAul+NlgXhjjBGR/K71jEsvhR9/tDU+Xbtqk5eHta9bnin3XMSKXVFc1KAi7esWfPr8Uqd2R/vLfs+vNvGp3dHpiHyNd5Y3nTrZ5SrOtoypexHcsaBIPw/t65Znqn4/VQnjDcnPJmw7OwAiEgY0dO/PPN4aWOnebp3tWAMRichSFd0amOrxKDt10qSnCLWvW14L1YKq3VGTnsLz3vKmsGVMMXwe9PupSpriHOoeICIhgD/gLyIhIhIAzAZaikh/9/HngQ3uzocAk4DHRKSmiNQARgATAYwx24F1wAvux7seaAV8VVyvSynlfbS8UUrlpTj7/DwLJAFPAYPd9591DxHtD7wCnAQuBAZmue5j7JDUjcBfwAL3vkwDgQ7ua18DbvDoMHellC/S8kYplaviHOo+EhiZy7ElQI6LZhljDPCE+5bT8T1AVw+EqJQqIbS8UUrlxRtGeymllFJKFRtNfpRSSilVqmjyo5RSSqlSRYwx+Z9VAonIp8CBYn7a9sBZTC3tlfQ1OM+X469ljLnb6SCKm0PlTXHx5c+jJ+nfwfKmv0Ou5U2pTX6cICKrjDEdnI7jXOhrcJ6vx69KFv08Wvp3sHzl76DNXkoppZQqVTT5UUoppVSposlP8RrndAAeoK/Beb4evypZ9PNo6d/B8om/g/b5UUoppVSpojU/SimllCpVNPlRSimlVKmiyY9SSimlShVNfjxIRB4SkVUikiIiE/M47w4RyRCR+Cy3rsUWaO5xBYvIeBHZKyJxIrJWRHrncf6jInJERGJEZIKIBBdnvLnEVODX4K3vA4CITBaRwyISKyLbRSTXiQG98X1QJdvZlhWlgYg0FpFkEZnsdCxOEZGBIrJFRBJEZKeIdHE6ptxo8uNZh4CXgQkFOPd3Y0x4ltvSog2tQAKA/cBlQCTwHPCliNTLfqKI9ASeAq4A6gENgBeLK9A8FPg1uHnj+wDwKlDPGFMWuAZ4WUTaZz/Ji98HVbKd7fesNBgL/Ol0EE4RkSuB0cAQIAK4FNjlaFB50OTHg4wxXxtj5gBRTsdSGMaYBGPMSGPMHmOMyxgzH9iNna48u9uB8caYTcaYk8BLwB3FGG6OzvI1eC333zUlc9N9a5jDqV75PqiSraR8zzxFRAYCp4AfHA7FSS8Co4wxK9yfiYPGmINOB5UbTX6c01ZETribNJ4TkQCnA8pORKoCTYBNORw+D1ifZXs9UFVEKhZHbAWVz2sAL34fROQDEUkEtgKHgYU5nOYT74Mq2QrwPSuxRKQsMAoY4XQsThERf6ADUFlEdojIAREZIyJlnI4tN5r8OOMXoCVQBegP3Aw87mhE2YhIIDAF+NwYszWHU8KBmCzbmfcjijq2girAa/Dq98EY8wD279kF+BpIyeE0r38fVMlWgO9ZSfcStvZ1v9OBOKgqEAjcgC2v2gBtgWcdjClPmvw4wBizyxiz2101uBH7q+EGp+PKJCJ+wBdAKvBQLqfFA2WzbGfejyvC0AqsIK/B298HAGNMhjFmGVALuD+HU7z6fVAlWwHLihJLRNoA3YG3HQ7FaUnuf983xhw2xpwA3gL6OBhTnrymir+UM4A4HQSAiAgwHpvJ9zHGpOVy6iagNfCle7s1cNQY43h/p7N4Ddl5zfuQgwBy7vPjte+DKtnO4XtWknTFDjTYZ/8chAP+ItLCGNPOwbiKlTHmpIgcwJahPkFrfjxIRAJEJATwx34BQnLqQyIivd1t5IhIM+xIiW+KN9pcfQg0B642xiTlcd4k4C4RaSEi5bHVmxOLIb6CKNBr8Nb3QUSquIeMhouIv3tE183Ajzmc7s3vgyrZClpWlGTjsD9K2rhvHwELgJ7OheSYz4Bh7vKrPPAIMN/ZkPJgjNGbh27ASM6MzMm8jQTqYJsn6rjPewM4CiRghwKOAgK9IP667piT3fFm3gZlfw3u8x9zv45Y7Ac/2Jdegxe/D5WBn7GjR2KBjcA97mM+8T7orWTf8vqeOR2bw3+XkcBkp+Nw6LUHAh+4y60jwHtAiNNx5XbThU2VUkopVapos5dSSimlShVNfpRSSilVqmjyo5RSSqlSRZMfpZRSSpUqmvwopZRSqlTR5EcppZRSpYomP6rEck/8t6qQ1w4Xkdc8HZNSShWUiESKyEoRiReRlk7HU5Jo8qPOmYjsEZEk9xf0iIhMFJHwLMcniogRkWuyXfeOe/8d7u0gEXnTvSJwvIjsFpG3c3mezNuYPEJ7CTuRYdbnOykiv4tIzSz7B4nIu9muHQcMFpEqhfqjKKXUuUsErgJmOR1ISaPJj/KUq40x4ZxZzffpbMe3A7dnbriX/bgR2JnlnKeBDkBH7KrklwNrc3qeLLccF1MUkeru6+e4tzsC7YFqwLLM+EQkEvgP8HzW640xycC3wG35v3SlVEkkIq+KyCNOPb8xJs0Yczz7fndt0HlOxFRSaPKjPMoYcwRYhE2CspoHXOJe8wWgF7ABOw16pguA2caYQ8baY4yZVMhQrgTWuJMYgPrAMmNMCvAD0MC9/xXgf8aYmBweYyn2V5dSqggVoPZ4j4ikikilbNetc9ce13NvdxaR5SISIyLRIvKbiFyQy/PkWXssIpWxP34+LpIXfW7ewC7HowpJkx/lUSJSC+gN7Mh2KBmYCwx0b9+GXZQzqxXAYyLygIic7141urDOB7Zl2d4EdBGRMsAVwCYR6QA0NcZMzeUxtmBXSVdKFb38ao93Yxf4BUBEzgfKZNkui11I832gAlATeBFIyel58qs9Bu4AFpoiXrRVRKqJyLIcbtXyuGwucLm7hlsVgiY/ylPmiEgcsB84BryQwzmTgNvcTU2X4W6SyuJVYDR2EdJVwEERuT3bOXNE5FSW2z25xFMOiMvcMMb8BXyFTbDquJ/nXWC4u3PzLyIyRUTKZXmMOCAy75etlPKkPGqPv+CfzdC3888fUE3c108zxmQYY5KMMd8bYzYUMpTe2AWGT3PXHD0uIhtEJEFExotIVRH5VkTiRGRJltptsl37pIgcdJ+3TUSuyHy9xpjOOdyO5PQ47muSgdVAj0K+tlJPkx/lKdcZYyKArkAzoFL2E4wxy7Arlj8LzM/+i8pdYI01xlyCTV5eASaISPNsz1Muy+2TXOI5ie03lPXx3zbGtDbGDAAGAL9ivwNDsbVBW4CnslwSAeTUHKaUKiJ51B6vAMqKSHMR8cd+hydnOb4dyBCRz0Wkd25JyFnIXnucqT+2Wb0JcDW2b+D/Ycs8P2B49gtEpCnwEHCBu5zsCewpSBAishCb5HySOTjETWumz4EmP8qjjDE/AxPJMsoqm8nACP7d5JX9cZKMMWOxSUyLQoSyAfcvwexEpCpwL7bNvCWwwRiTBvwJtMpyanNgfSGeWyl19gpSe5xZ+3MlsBU4mHnAGBMLdAYM8AlwXETmur/v2Z/nrGuPs3jfGHPUGHMQ+wPqD2PMWnd/wtnYJrvsMoBgoIWIBLr7M+7M4bx/Mcb0McbUMMZ0MsZMzHIozh2jKgRNflRReAe4UkTa5HDsPWzB9Uv2AyLyiIh0FZEyIhLgbvKK4N8jvgpiMdBOREJyOPYW8IIxJhHbj+ACd+fKrsCuLOddhv1Vp5QqevnWHmOTn1uw/XH+9QPKGLPFGHOHMaYW9odNDWx5lP15ClV77HY0y/2kHLbDycYYswN4BBgJHBOR6SJSI5fnLagI4NQ5PkappcmP8jj30MxJwHM5HIs2xvxgjDE5XJoEvIkdAXYCeBDob4zJmpDMyzZSY3YuMRwFfgSuzbpfRC4HyhljZrvPWwkswP7avBx4zX1eCNAH+Lzgr1wpda7yqj02xuzF/mDpA3ydz+NsdT9OYScHzLX2uDCMMVONMZ2ButjaqdHn+JBaM30OApwOQPk+Y0y9HPbdn+X+HXlc2znL/Y/JY1hpTs+TjxeAz0Xky8xkyxjzE/BTtsd9BPurLKt7gKnuJEopVbzeAfaISBtjzLpsx+4CyhtjEtzzhQEgIs2wU1PMMMYcEJHa2NFhKwoZw0Js7e+UQl5/mrvPT03gN+zI1yTOofJBRIKx85ZlHxCiCkiTH1ViGWM2Y+cOKsy173s4HKVUARljjotIZu1x/2zHcusrEwdciJ0uoxy2SWg+8Hi28+aJSEaW7cXGmOtzeLxJwDoRKeOB4e7B2Frl5kAasBw70KKwrgGWGmMOnWNcpZbk3PqglFJKlW4i8l/gmDHmHadjyUpE/gDuck/hoQpBkx+llFJKlSra4VkppZRSpYr2+VGnrV69OiggIOAT7FwZ/k7Ho5RSHpIBLEtPT7+nffv2qU4Ho5ynyY86zc/P7/6yZcteUrdu3VN+fn7aHqqUKhFcLpfs3bu386lTp+7HLmujSjlt9lKn+fv7D6lRo0aCJj5KqZLEz8/P1KhRI97f3/8Op2NR3kGTH3WaMSYyKCgozek4lFLK04KCgtKMMbpQsQI0+VH/JCLidAxKKeVx7rJN/89TgH4QlFJKKVXKaPKjlPIajRo1Om/+/Pk5LSaplFIeo8mP8jkbN24MDg4ObnfttdfWB5g/f36En59f+9DQ0LahoaFtq1at2qpPnz4Nfv7551CA3bt3BwYEBLTftGlTcPbHuvLKKxsOHTq01tnG8N5771UUkfbPPfdc1az7q1at2qog/3lv27YtSETap6WVri5WnTt3bvzII4/8azXryZMnl6tUqVLrLVu2bOrbt2/cLbfcUifz/QwMDGwXEBDQLnP70ksvbexE7N7AWz77/v7+p58zNDS07W233Vbn3F+dUsVHkx/lc+677746LVu2TMi6r3LlymmJiYlr4+Pj1y5fvnxLkyZNknv06NHsm2++iahfv37aRRddFDt+/PiKWa85evSo/88//xx59913R53N82cmLJGRkRljxoypFh0drd+jArr11lujZs6cWdHlcv1j/+TJkytcf/31UYGBgQBMnTp1X2Ji4trExMS1w4YNO3LVVVedzNz+5Zdf/nYidm/gLZ/9Nm3axGe+H4mJiWsnTZq072wex+VykZGRkf+JhVTaflSos6eFtvKYZTtOhI3+bmu1ZTtOhBXVc4wbN658ZGRkxmWXXRaX03E/Pz8aNmyY9s477xwaMGDAiWeeeaYWwODBg6NmzpxZIeu5n332WYVGjRoldezYMen//u//qtWuXbtlWFhY24YNG543adKkcpnnvffeexXbtWvX7K677qodGRnZZsSIETUAGjZsmNS2bduEV1555R+1P5kyMjLIfNxy5cq16dOnT4OjR4/6A3Tt2rUpQGRkZNvQ0NC2S5YsKbK/WaHsWhrGkpHV2LXUo3ENGjToZGxsrP+iRYvCM/cdP37c/6effip35513RtWsWfP8OXPm+F6z15IlYTz9dDWK8H30ps9+bhYvXhzWsmXL5hEREW1atmzZfPHixaf/Hh07dmw6bNiwmu3atWsWGhrabsuWLcEi0v61116rXLdu3ZZhYWFtH3744RqbNm0KbtOmTbPw8PC2ffr0aZCcnHx6FMa0adMimzVr1iIiIqJN27Ztm/3xxx9lMo/VrFnz/GeeeaZakyZNWoSFhbXTBEjlRSc5VLmq99SC9oW57sOluS26nLM9r121uiDnRUdH+/33v/+tuWTJkm0ffPBB5fzOv+GGG05Onjy5cmxsrN/gwYNPPv7443UWLVoU3rNnz3iA6dOnVxw4cGAUQKNGjVJ+/fXXbbVr106bMGFC+Xvvvbf+ZZdd9lfdunXTADZs2BDWv3//6BMnTqxLSUmRCRMmVAB4+eWXD/bs2bPpE088caxq1ar/+Cn7yiuvVFmwYEG5pUuXbqtRo0b6XXfdVefuu++uM2/evN1Lly7d1qxZs/NjYmLWZtZ2FKmRkYV6L1n29lk+T0ye72V4eLi56qqrTk6cOLFi79694wEmTpxYvn79+smdOnU615WzPUekcH+v1147u/ON8dnPfnZHjx7179+/f+NXX31139ChQ6MnTJhQoX///o23b9++sVq1ahkAs2bNqjBv3ry/W7dunexyuQTg+++/j1y7du3mXbt2BV188cUtVq5cGT516tRdVatWzejYsWOzTz75pMKwYcOili1bFvrggw/WmzVr1o5LL7004cMPP6zYr1+/Rjt27PirTJkyBuCrr76qsHDhwr+rVauWXizfK+WztOZH+YwRI0bUHDRo0IlGjRoV6Cdd7dq104wxREVF+YeHh5s+ffqcnDhxYkWwfSc2bdoUetddd0UD3HnnnSfr1auX5u/vzz333HOybt26Kb/++uvpX62VK1dOfeaZZ44FBgYSHh5+ehLIiy++OKlLly6xI0eOrJb9+SdOnFh51KhRBxs2bJhWpkwZ8+qrrx769ttvy5f2X6RDhgyJWrhwYfn4+HgBmDZtWqWbb775hNNxeTNv++yvX78+PCIiok3m7YcffgibNWtWZN26dVMefPDB6MDAQO69997oBg0aJH/55ZflMh9rwIABUR06dEgODAwkODjYADz11FOHK1So4OrQoUNy48aNk7p16xbbokWL1IoVK2Z069YtZu3ataEAH374YaVbb731eLdu3RICAgIYNmxYVGBgoPnxxx9Px3rfffcdbdSoUVrW76hSOdGaH5WrgtbIgG3yunPin03SM1x+Af5+rgl3XLC9c6NKCflfWTDLly8v8+uvv5b966+/Nhf0mn379gWKCBUrVswA+5/ujTfe2CgxMXHf+PHjK3bp0iW2Zs2a6QBjxoypOGbMmKoHDx4MAkhKSvI/fvz46e9H9erVc/1P55VXXjnUpUuX5k8//fTRrPsPHz4cNGjQoEYicrog9vf358CBA8X/kzSfGpl/2LU0jCk3NcGV5odfoItBX26nQVePvZc9e/aML1++fPrUqVPLde7cOWHjxo2h33zzzQ5PPb5HFLBGBrBNXn37NiE93Y+AABfz52+ne/cS/dlv3bp1/OrVq7dl3ffjjz9G1KpVKyXrvlq1aqUePHjw9Oe9du3a/1pXq0aNGumZ90NCQlxVq1Y9/XxlypRxHT16NBDgwIEDQV9//XXFCRMmVMk8np6eLgcOHAjK3M6srVIqP5r8KI/o3KhSwoQ7Ltj+244TEZc0qhTnycQHYMmSJREHDx4MqlWrViuAxMREP5fLJS1atAh5/fXXD+R0zVdffVW+RYsWiWXLlnUB9OrVK75cuXLpU6ZMKTdr1qyKL7300gGA7du3Bz322GN1582bt/2KK66IDwgIoFmzZi2MOfPjMWsCk13btm2Te/bsefL555+vnnV/1apV08aNG7e7R48e//pbbN++PSj7Pq/RoGsCg77czq6lETToGufJxCfTTTfdFDVlypSK27ZtC+ncuXNs7dq10/O/ykt1757A/Pnb+eGHCK64Is6TiQ9492c/qxo1aqTOnTu3fNZ9Bw8eDOrRo0dMlsc669efqWbNmmnDhw8/PHr06CO5nVPQWJXSZi/lMZ0bVUp4slezI55OfAAeffTRE9u2bdu4Zs2aTWvWrNk0ePDg4127dj21ZMmSf4z8cblc7N69O3DEiBHVZ8yYUWnUqFEHsx6/6aabokaOHFkrLi7Of+DAgacA4uLi/ESEatWqpQG8++67FXfs2FGGs/DKK68cmjlzZqW4uDj/zH1Dhgw59uyzz9bKTHQOHToUMHny5HIA1atXT/fz82PLli3/GoLsFRp0TaD7yCNFkfgA3HPPPVHLly8vO3ny5Mq33nrrWY048krduyfw6qtHPJ34gPd/9jP1798/Zs+ePcEfffRRhbS0ND755JPyO3bsCLnxxhtj8r86f/fdd9/xzz//vMqPP/4Y5nK5iI2N9Zs+fXrkyZMn9f8xddb0Q6N8QkREhKtOnTrpmbfw8HBXcHCwyawyP378eGBoaGjbsLCwthdeeGHzTZs2lVm4cOG2fv36xWZ9nHvuuSfq8OHDQX379o3O7CTZvn375KFDhx699NJLm1euXLn1xo0by7Rt2zb+bOJr1qxZ6vXXXx+VlJR0+jv17LPPHuvTp8+pHj16NHHH1WzFihVhma9n2LBhhy+77LJmmX0mzv2v5DuaNm2a2rZt24SkpCS/m2+++ZTT8Xgzb//sZ6pWrVrGrFmzdrz//vtVK1So0Oadd96pNmvWrB3Vq1f3SK3epZdemjhmzJg9w4cPrxMZGdmmYcOGLT///POK+V+p1L9J1upNVbqtX79+T+vWrbXjqVKqRFq/fn2l1q1b13M6DuU8rflRSimlVKmiyY9SSimlShVNfpRSSilVqmjyo7Iy2gdMKVUSucs2V37nqdJBkx91mojEpKam6pzwSqkSJzU1NVBEPDLsXvk+TX7UaRkZGZ8dOnQoLHPNHaWUKglcLpccOnQoPCMjY6LTsSjvoDM8q9NcLteHsbGx7TZu3NgZ8M/3AqWU8g0ZwDKXy/Wh04Eo76Dz/CillFKqVNFmL6WUUkqVKpr8KKWUUqpU0eRHKaWUUqWKJj9KKaWUKlU0+VFKKaVUqfL/uFZwEmAosVQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 8))\n",
    "for i in range(4):\n",
    "    ax = fig.add_subplot(2, 2, i+1)\n",
    "    plt.title(plot_vars[i], fontsize=12)\n",
    "    ax.plot(np.flipud(rmse_4dvarnet[4*i:4*(i+1)]), [1000, 850, 500, 50], linewidth=2, \n",
    "            marker=\"o\", markersize=3, label=f\"4DVarNet\")\n",
    "    ax.plot(np.flipud(rmse_vit[4*i:4*(i+1)]), [1000, 850, 500, 50], linewidth=2, \n",
    "            marker=\"o\", markersize=3, label=f\"ViT\")\n",
    "    ax.plot(np.flipud(rmse_4dvarformer[4*i:4*(i+1)]), [1000, 850, 500, 50], linewidth=2, \n",
    "            color='r', marker=\"o\", markersize=3, label=f\"4DVarFormer\")\n",
    "    ax.set_yticks([1000, 850, 500, 50])\n",
    "    plt.gca().invert_yaxis()\n",
    "    ax.tick_params(axis=\"x\", labelsize=12)\n",
    "    ax.tick_params(axis=\"y\", labelsize=12)\n",
    "    plt.xlabel(f\"RMSE {unit_y[i]}\", fontsize=12)\n",
    "    plt.ylabel(\"Level (hPa)\", fontsize=12)\n",
    "        \n",
    "lines, labels = fig.axes[-1].get_legend_handles_labels()\n",
    "fig.legend(lines, labels, ncol=3, loc='lower center', bbox_to_anchor=(0.5, 0), fontsize=12)\n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(bottom=0.12)\n",
    "plt.savefig(f'da_cycle_profile.jpg',dpi=300)\n",
    "plt.savefig(f'da_cycle_profile.pdf',dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8d99e545-f187-4e1d-93e4-3f51a73f9cda",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_dacycle_4dvarnet_temp = np.load(f\"{da_cycle_dir}/rmse_4dvarnet_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_dacycle_vit_temp = np.load(f\"{da_cycle_dir}/rmse_vit_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_dacycle_4dvarformer_temp = np.load(f\"{da_cycle_dir}/rmse_4dvarformer_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "\n",
    "acc_dacycle_4dvarnet_temp = np.load(f\"{da_cycle_dir}/acc_4dvarnet_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "acc_dacycle_vit_temp = np.load(f\"{da_cycle_dir}/acc_vit_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)\n",
    "acc_dacycle_4dvarformer_temp = np.load(f\"{da_cycle_dir}/acc_4dvarformer_obs[8, 9, 10, 11]_xb_3day.npy\").astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "79e1c876-7e62-4188-9b60-0fc9f9633a32",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_4dvarnet_temp = np.mean(np.mean(rmse_dacycle_4dvarnet_temp, axis=0)[::4], axis=0)\n",
    "rmse_vit_temp = np.mean(np.mean(rmse_dacycle_vit_temp, axis=0)[::4], axis=0)\n",
    "rmse_4dvarformer_temp = np.mean(np.mean(rmse_dacycle_4dvarformer_temp, axis=0)[::4], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9968a190-61da-4758-a330-3cc39ec6d9fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 8))\n",
    "for i in range(4):\n",
    "    ax = fig.add_subplot(2, 2, i+1)\n",
    "    plt.title(plot_vars[i], fontsize=12)\n",
    "    ax.plot(np.flipud(rmse_4dvarnet_temp[4*i:4*(i+1)]), [1000, 850, 500, 50], linewidth=2, \n",
    "            marker=\"o\", markersize=3, label=f\"4DVarNet\")\n",
    "    ax.plot(np.flipud(rmse_vit_temp[4*i:4*(i+1)]), [1000, 850, 500, 50], linewidth=2, \n",
    "            marker=\"o\", markersize=3, label=f\"ViT\")\n",
    "    ax.plot(np.flipud(rmse_4dvarformer_temp[4*i:4*(i+1)]), [1000, 850, 500, 50], color='r', linewidth=2, \n",
    "            marker=\"o\", markersize=3, label=f\"4DVarFormer\")\n",
    "    ax.set_yticks([1000, 850, 500, 50])\n",
    "    plt.gca().invert_yaxis()\n",
    "    ax.tick_params(axis=\"x\", labelsize=12)\n",
    "    ax.tick_params(axis=\"y\", labelsize=12)\n",
    "    plt.xlabel(f\"RMSE {unit_y[i]}\", fontsize=12)\n",
    "    plt.ylabel(\"Level (hPa)\", fontsize=12)\n",
    "        \n",
    "lines, labels = fig.axes[-1].get_legend_handles_labels()\n",
    "fig.legend(lines, labels, ncol=3, loc='upper center', bbox_to_anchor=(0.5, 0), fontsize=12)\n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(bottom=0.12)\n",
    "plt.savefig(f'da_cycle_profile_temp.jpg',dpi=300)\n",
    "plt.savefig(f'da_cycle_profile_temp.pdf',dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4da48d09-2ffb-4bd1-8c00-5bd407737f69",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_dacycle_4dvarnet_wind = np.load(f\"{da_cycle_dir}/rmse_4dvarnet_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_dacycle_vit_wind = np.load(f\"{da_cycle_dir}/rmse_vit_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_dacycle_4dvarformer_wind = np.load(f\"{da_cycle_dir}/rmse_4dvarformer_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "\n",
    "acc_dacycle_4dvarnet_wind = np.load(f\"{da_cycle_dir}/acc_4dvarnet_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "acc_dacycle_vit_wind = np.load(f\"{da_cycle_dir}/acc_vit_obs[20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "acc_dacycle_4dvarformer_wind = np.load(f\"{da_cycle_dir}/acc_4dvarformer_obs[20, 21]_xb_3day.npy\").astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0f56549d-b0b2-4b1f-87c7-d5670c44b6c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_4dvarnet_wind = np.mean(np.mean(rmse_dacycle_4dvarnet_wind, axis=0)[::4], axis=0)\n",
    "rmse_vit_wind = np.mean(np.mean(rmse_dacycle_vit_wind, axis=0)[::4], axis=0)\n",
    "rmse_4dvarformer_wind = np.mean(np.mean(rmse_dacycle_4dvarformer_wind, axis=0)[::4], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "31cca352-76fb-4576-915a-20d58f397244",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 8))\n",
    "for i in range(4):\n",
    "    ax = fig.add_subplot(2, 2, i+1)\n",
    "    plt.title(plot_vars[i], fontsize=12)\n",
    "    ax.plot(np.flipud(rmse_4dvarnet_wind[4*i:4*(i+1)]), [1000, 850, 500, 50], linewidth=2, \n",
    "            marker=\"o\", markersize=3, label=f\"4DVarNet\")\n",
    "    ax.plot(np.flipud(rmse_vit_wind[4*i:4*(i+1)]), [1000, 850, 500, 50], linewidth=2, \n",
    "            marker=\"o\", markersize=3, label=f\"ViT\")\n",
    "    ax.plot(np.flipud(rmse_4dvarformer_wind[4*i:4*(i+1)]), [1000, 850, 500, 50], color='r', linewidth=2, \n",
    "            marker=\"o\", markersize=3, label=f\"4DVarFormer\")\n",
    "    ax.set_yticks([1000, 850, 500, 50])\n",
    "    plt.gca().invert_yaxis()\n",
    "    ax.tick_params(axis=\"x\", labelsize=12)\n",
    "    ax.tick_params(axis=\"y\", labelsize=12)\n",
    "    plt.xlabel(f\"RMSE {unit_y[i]}\", fontsize=12)\n",
    "    plt.ylabel(\"Level (hPa)\", fontsize=12)\n",
    "        \n",
    "lines, labels = fig.axes[-1].get_legend_handles_labels()\n",
    "fig.legend(lines, labels, ncol=3, loc='upper center', bbox_to_anchor=(0.5, 0), fontsize=12)\n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(bottom=0.12)\n",
    "plt.savefig(f'da_cycle_profile_wind.jpg',dpi=300)\n",
    "plt.savefig(f'da_cycle_profile_wind.pdf',dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5ebbc1a7-70dd-4939-8d88-bdf5322c6fc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_4dvarformer_3day = np.load(f\"{da_cycle_dir}/rmse_4dvarformer_obs[8, 9, 10, 11, 20, 21]_xb_3day.npy\").astype(np.float32)\n",
    "rmse_4dvarformer_4day = np.load(f\"{da_cycle_dir}/rmse_4dvarformer_obs[8, 9, 10, 11, 20, 21]_xb_4day.npy\").astype(np.float32)\n",
    "rmse_4dvarformer_5day = np.load(f\"{da_cycle_dir}/rmse_4dvarformer_obs[8, 9, 10, 11, 20, 21]_xb_5day.npy\").astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c5181aba-f5ad-472d-8031-8d0a12c7ec3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse_4dvarformer_3day = np.mean(np.mean(rmse_4dvarformer_3day, axis=0)[::4], axis=0)\n",
    "rmse_4dvarformer_4day = np.mean(np.mean(rmse_4dvarformer_4day, axis=0)[::4], axis=0)\n",
    "rmse_4dvarformer_5day = np.mean(np.mean(rmse_4dvarformer_5day, axis=0)[::4], axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e1ff2421-2c9f-48fd-a393-51ac69102b7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 8))\n",
    "for i in range(4):\n",
    "    ax = fig.add_subplot(2, 2, i+1)\n",
    "    plt.title(plot_vars[i], fontsize=12)\n",
    "    ax.plot(np.flipud(rmse_4dvarformer_3day[4*i:4*(i+1)]), [1000, 850, 500, 50], color='r', linewidth=2, \n",
    "            marker=\"o\", markersize=3, label=f\"3day\")\n",
    "    ax.plot(np.flipud(rmse_4dvarformer_4day[4*i:4*(i+1)]), [1000, 850, 500, 50], linewidth=2, \n",
    "            marker=\"o\", markersize=3, label=f\"4day\")\n",
    "    ax.plot(np.flipud(rmse_4dvarformer_5day[4*i:4*(i+1)]), [1000, 850, 500, 50], linewidth=2, \n",
    "            marker=\"o\", markersize=3, label=f\"5day\")\n",
    "    ax.set_yticks([1000, 850, 500, 50])\n",
    "    plt.gca().invert_yaxis()\n",
    "    ax.tick_params(axis=\"x\", labelsize=12)\n",
    "    ax.tick_params(axis=\"y\", labelsize=12)\n",
    "    plt.xlabel(f\"RMSE {unit_y[i]}\", fontsize=12)\n",
    "    plt.ylabel(\"Level (hPa)\", fontsize=12)\n",
    "        \n",
    "lines, labels = fig.axes[-1].get_legend_handles_labels()\n",
    "fig.legend(lines, labels, ncol=3, loc='upper center', bbox_to_anchor=(0.5, 0), fontsize=12)\n",
    "plt.tight_layout()\n",
    "plt.gcf().subplots_adjust(bottom=0.12)\n",
    "plt.savefig(f'da_cycle_profile_xb.jpg',dpi=300)\n",
    "plt.savefig(f'da_cycle_profile_xb.pdf',dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "021c39b6-099e-43d1-9809-ba7e370c0fc8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "afnonet-core",
   "language": "python",
   "name": "afnonet-core"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  },
  "vscode": {
   "interpreter": {
    "hash": "d6a6f10ad112204b485a774b7f2a308443c4d7596c4ba981505272e8d85194f7"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
